ࡱ; vt56  !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuwxyz{|}~R FnCompObj\WordDocumentγObjectPoolnn  FMicrosoft Word 6.0 DocumentNB6WWord.Document.6;  Oh+'0  ) 5AI Q]z CMacintosh HD:Applications:Microsoft Office:Microsoft Word 6:NormalJennifer MitchellJennifer Mitchell'@v@Dn@nܥhO eγlllllll nJβвввввв&@X6lgllllβb$llllβ ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 16:15:36 1997 Parameters read from file "B1.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49890 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29414 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29019 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.28960 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30698 TESTING: 49.59 %correct ; RMSErr=0.33625 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25317 TESTING: 62.81 %correct ; RMSErr=0.27805 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 70.25 %correct ; RMSErr=0.18082 TESTING: 74.38 %correct ; RMSErr=0.27871 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08834 TESTING: 85.12 %correct ; RMSErr=0.27891 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 97.52 %correct ; RMSErr=0.03050 TESTING: 85.95 %correct ; RMSErr=0.28836 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01368 TESTING: 89.26 %correct ; RMSErr=0.20107 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00759 TESTING: 93.39 %correct ; RMSErr=0.17541 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00714 TESTING: 94.21 %correct ; RMSErr=0.13839 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00633 TESTING: 95.87 %correct ; RMSErr=0.13454 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00580 TESTING: 93.39 %correct ; RMSErr=0.13944 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00600 TESTING: 93.39 %correct ; RMSErr=0.14799 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00509 TESTING: 93.39 %correct ; RMSErr=0.14318 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00474 TESTING: 93.39 %correct ; RMSErr=0.14379 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00472 TESTING: 93.39 %correct ; RMSErr=0.14397 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00473 TESTING: 92.56 %correct ; RMSErr=0.14223 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00454 TESTING: 93.39 %correct ; RMSErr=0.13911 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00429 TESTING: 94.21 %correct ; RMSErr=0.13615 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00443 TESTING: 93.39 %correct ; RMSErr=0.13472 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00430 TESTING: 93.39 %correct ; RMSErr=0.13194 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 93.39 %correct ; RMSErr=0.13063 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 93.39 %correct ; RMSErr=0.12879 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00413 TESTING: 93.39 %correct ; RMSErr=0.12805 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 93.39 %correct ; RMSErr=0.12399 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 92.56 %correct ; RMSErr=0.12383 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 93.39 %correct ; RMSErr=0.12562 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 92.56 %correct ; RMSErr=0.12324 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00399 TESTING: 92.56 %correct ; RMSErr=0.12364 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00393 TESTING: 93.39 %correct ; RMSErr=0.12417 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00383 TESTING: 93.39 %correct ; RMSErr=0.12431 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 92.56 %correct ; RMSErr=0.12184 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00374 TESTING: 94.21 %correct ; RMSErr=0.12127 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 93.39 %correct ; RMSErr=0.12007 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00379 TESTING: 93.39 %correct ; RMSErr=0.11983 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 92.56 %correct ; RMSErr=0.11939 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 92.56 %correct ; RMSErr=0.11966 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 92.56 %correct ; RMSErr=0.11972 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 93.39 %correct ; RMSErr=0.11946 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 93.39 %correct ; RMSErr=0.11989 *--------------------------------------------------------------------* Epoch 210: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00368 TESTING: 93.39 %correct ; RMSErr=0.11934 *--------------------------------------------------------------------* Epoch 215: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 93.39 %correct ; RMSErr=0.11993 *--------------------------------------------------------------------* Epoch 220: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00366 TESTING: 93.39 %correct ; RMSErr=0.12117 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00361 TESTING: 93.39 %correct ; RMSErr=0.11923 *--------------------------------------------------------------------* Epoch 230: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00355 TESTING: 93.39 %correct ; RMSErr=0.11881 *--------------------------------------------------------------------* Epoch 235: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00357 TESTING: 93.39 %correct ; RMSErr=0.11847 *--------------------------------------------------------------------* Epoch 240: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00358 TESTING: 93.39 %correct ; RMSErr=0.11839 *--------------------------------------------------------------------* Epoch 245: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00359 TESTING: 93.39 %correct ; RMSErr=0.11839 *--------------------------------------------------------------------* Epoch 250: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00358 TESTING: 93.39 %correct ; RMSErr=0.11810 *--------------------------------------------------------------------* Epoch 255: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00354 TESTING: 93.39 %correct ; RMSErr=0.11762 *--------------------------------------------------------------------* Epoch 260: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00355 TESTING: 93.39 %correct ; RMSErr=0.11773 *--------------------------------------------------------------------* Epoch 265: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 93.39 %correct ; RMSErr=0.11719 *--------------------------------------------------------------------* Epoch 270: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 93.39 %correct ; RMSErr=0.11763 *--------------------------------------------------------------------* Epoch 275: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00352 TESTING: 93.39 %correct ; RMSErr=0.11711 *--------------------------------------------------------------------* Epoch 280: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 93.39 %correct ; RMSErr=0.11706 *--------------------------------------------------------------------* Epoch 285: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00354 TESTING: 93.39 %correct ; RMSErr=0.11810 *--------------------------------------------------------------------* Epoch 290: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00347 TESTING: 93.39 %correct ; RMSErr=0.11772 *--------------------------------------------------------------------* Epoch 295: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00347 TESTING: 93.39 %correct ; RMSErr=0.11722 *--------------------------------------------------------------------* Epoch 300: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 93.39 %correct ; RMSErr=0.11736 *--------------------------------------------------------------------* Epoch 305: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00349 TESTING: 93.39 %correct ; RMSErr=0.11701 *--------------------------------------------------------------------* Epoch 310: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00348 TESTING: 93.39 %correct ; RMSErr=0.11586 *--------------------------------------------------------------------* Epoch 315: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00347 TESTING: 93.39 %correct ; RMSErr=0.11729 *--------------------------------------------------------------------* Epoch 320: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00346 TESTING: 93.39 %correct ; RMSErr=0.11770 *--------------------------------------------------------------------* Epoch 325: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00343 TESTING: 93.39 %correct ; RMSErr=0.11676 *--------------------------------------------------------------------* Epoch 330: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00346 TESTING: 93.39 %correct ; RMSErr=0.11699 *--------------------------------------------------------------------* Epoch 335: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 93.39 %correct ; RMSErr=0.11639 *--------------------------------------------------------------------* Epoch 340: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00340 TESTING: 93.39 %correct ; RMSErr=0.11641 *--------------------------------------------------------------------* Epoch 345: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00340 TESTING: 93.39 %correct ; RMSErr=0.11688 *--------------------------------------------------------------------* Epoch 350: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 93.39 %correct ; RMSErr=0.11683 *--------------------------------------------------------------------* Epoch 355: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00342 TESTING: 93.39 %correct ; RMSErr=0.11686 *--------------------------------------------------------------------* Epoch 360: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 93.39 %correct ; RMSErr=0.11746 *--------------------------------------------------------------------* Epoch 365: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00339 TESTING: 93.39 %correct ; RMSErr=0.11631 *--------------------------------------------------------------------* Epoch 370: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00339 TESTING: 93.39 %correct ; RMSErr=0.11644 *--------------------------------------------------------------------* Epoch 375: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 93.39 %correct ; RMSErr=0.11603 *--------------------------------------------------------------------* Epoch 380: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 93.39 %correct ; RMSErr=0.11609 *--------------------------------------------------------------------* Epoch 385: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 93.39 %correct ; RMSErr=0.11668 *--------------------------------------------------------------------* Epoch 390: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00339 TESTING: 93.39 %correct ; RMSErr=0.11654 *--------------------------------------------------------------------* Epoch 395: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 93.39 %correct ; RMSErr=0.11577 *--------------------------------------------------------------------* Epoch 400: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00339 TESTING: 93.39 %correct ; RMSErr=0.11675 *--------------------------------------------------------------------* Epoch 405: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 93.39 %correct ; RMSErr=0.11609 *--------------------------------------------------------------------* Epoch 410: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11612 *--------------------------------------------------------------------* Epoch 415: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 93.39 %correct ; RMSErr=0.11665 *--------------------------------------------------------------------* Epoch 420: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 93.39 %correct ; RMSErr=0.11681 *--------------------------------------------------------------------* Epoch 425: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 93.39 %correct ; RMSErr=0.11686 *--------------------------------------------------------------------* Epoch 430: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11667 *--------------------------------------------------------------------* Epoch 435: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11681 *--------------------------------------------------------------------* Epoch 440: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11716 *--------------------------------------------------------------------* Epoch 445: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 92.56 %correct ; RMSErr=0.11703 *--------------------------------------------------------------------* Epoch 450: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11717 *--------------------------------------------------------------------* Epoch 455: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00335 TESTING: 93.39 %correct ; RMSErr=0.11740 *--------------------------------------------------------------------* Epoch 460: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 93.39 %correct ; RMSErr=0.11734 *--------------------------------------------------------------------* Epoch 465: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00333 TESTING: 93.39 %correct ; RMSErr=0.11743 *--------------------------------------------------------------------* Epoch 470: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00335 TESTING: 93.39 %correct ; RMSErr=0.11817 *--------------------------------------------------------------------* Epoch 475: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11768 *--------------------------------------------------------------------* Epoch 480: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11765 *--------------------------------------------------------------------* Epoch 485: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11833 *--------------------------------------------------------------------* Epoch 490: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00333 TESTING: 93.39 %correct ; RMSErr=0.11790 *--------------------------------------------------------------------* Epoch 495: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 93.39 %correct ; RMSErr=0.11812 *--------------------------------------------------------------------* Epoch 500: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 93.39 %correct ; RMSErr=0.11820 *--------------------------------------------------------------------* Epoch 505: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 93.39 %correct ; RMSErr=0.11831 *--------------------------------------------------------------------* Epoch 510: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 93.39 %correct ; RMSErr=0.11834 *--------------------------------------------------------------------* Epoch 515: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 93.39 %correct ; RMSErr=0.11817 *--------------------------------------------------------------------* Epoch 520: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 93.39 %correct ; RMSErr=0.11847 *--------------------------------------------------------------------* Epoch 525: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 93.39 %correct ; RMSErr=0.11862 *--------------------------------------------------------------------* Epoch 530: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 93.39 %correct ; RMSErr=0.11849 *--------------------------------------------------------------------* Epoch 535: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 93.39 %correct ; RMSErr=0.11861 *--------------------------------------------------------------------* Epoch 540: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 93.39 %correct ; RMSErr=0.11838 *--------------------------------------------------------------------* Epoch 545: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 93.39 %correct ; RMSErr=0.11883 *--------------------------------------------------------------------* Epoch 550: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 93.39 %correct ; RMSErr=0.11896 *--------------------------------------------------------------------* Epoch 555: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 93.39 %correct ; RMSErr=0.11918 *--------------------------------------------------------------------* Epoch 560: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 93.39 %correct ; RMSErr=0.11909 *--------------------------------------------------------------------* Epoch 565: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 93.39 %correct ; RMSErr=0.11898 *--------------------------------------------------------------------* Epoch 570: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11912 *--------------------------------------------------------------------* Epoch 575: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11920 *--------------------------------------------------------------------* Epoch 580: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.11937 *--------------------------------------------------------------------* Epoch 585: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 93.39 %correct ; RMSErr=0.11911 *--------------------------------------------------------------------* Epoch 590: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11918 *--------------------------------------------------------------------* Epoch 595: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 93.39 %correct ; RMSErr=0.11940 *--------------------------------------------------------------------* Epoch 600: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 93.39 %correct ; RMSErr=0.11935 *--------------------------------------------------------------------* Epoch 605: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 93.39 %correct ; RMSErr=0.11933 *--------------------------------------------------------------------* Epoch 610: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11918 *--------------------------------------------------------------------* Epoch 615: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 93.39 %correct ; RMSErr=0.11937 *--------------------------------------------------------------------* Epoch 620: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11948 *--------------------------------------------------------------------* Epoch 625: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11942 *--------------------------------------------------------------------* Epoch 630: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11958 *--------------------------------------------------------------------* Epoch 635: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.12011 *--------------------------------------------------------------------* Epoch 640: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11951 *--------------------------------------------------------------------* Epoch 645: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.12010 *--------------------------------------------------------------------* Epoch 650: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.11934 *--------------------------------------------------------------------* Epoch 655: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.11921 *--------------------------------------------------------------------* Epoch 660: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11934 *--------------------------------------------------------------------* Epoch 665: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 93.39 %correct ; RMSErr=0.11869 *--------------------------------------------------------------------* Epoch 670: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11944 *--------------------------------------------------------------------* Epoch 675: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11857 *--------------------------------------------------------------------* Epoch 680: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.11943 *--------------------------------------------------------------------* Epoch 685: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 93.39 %correct ; RMSErr=0.11971 *--------------------------------------------------------------------* Epoch 690: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.11962 *--------------------------------------------------------------------* Epoch 695: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.12005 *--------------------------------------------------------------------* Epoch 700: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 93.39 %correct ; RMSErr=0.11979 *--------------------------------------------------------------------* Epoch 705: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 92.56 %correct ; RMSErr=0.11973 *--------------------------------------------------------------------* Epoch 710: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 93.39 %correct ; RMSErr=0.11965 *--------------------------------------------------------------------* Epoch 715: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 93.39 %correct ; RMSErr=0.11983 *--------------------------------------------------------------------* Epoch 720: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 93.39 %correct ; RMSErr=0.11960 *--------------------------------------------------------------------* Epoch 725: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 93.39 %correct ; RMSErr=0.11976 *--------------------------------------------------------------------* Epoch 730: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 93.39 %correct ; RMSErr=0.11937 *--------------------------------------------------------------------* Epoch 735: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 93.39 %correct ; RMSErr=0.11992 *--------------------------------------------------------------------* Epoch 740: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 93.39 %correct ; RMSErr=0.11948 *--------------------------------------------------------------------* Epoch 745: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 93.39 %correct ; RMSErr=0.11936 *--------------------------------------------------------------------* Epoch 750: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 93.39 %correct ; RMSErr=0.11925 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 310 RMSErr=0.115857 ******** ................................................................. Epoch: 335 RMSErr=0.116393 * Epoch: 340 RMSErr=0.116410 * ................................................................. Epoch: 365 RMSErr=0.116310 ** Epoch: 370 RMSErr=0.116444 * Epoch: 375 RMSErr=0.116034 ****** Epoch: 380 RMSErr=0.116086 ***** ................................................................. Epoch: 395 RMSErr=0.115772 ********** ................................................................. Epoch: 405 RMSErr=0.116085 ***** Epoch: 410 RMSErr=0.116118 ***** ..............................=> Skips at least one reporting period. Training halted after Epoch 750. *--------------------------------------------------------------------* ... Predictions saved to "B1-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 16:25:06 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 16:25:08 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 16:25:32 1997 Parameters read from file "B2.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49891 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29419 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29020 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.28946 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30698 TESTING: 66.12 %correct ; RMSErr=0.35989 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25317 TESTING: 66.12 %correct ; RMSErr=0.29244 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 70.25 %correct ; RMSErr=0.18082 TESTING: 74.38 %correct ; RMSErr=0.30696 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08834 TESTING: 80.99 %correct ; RMSErr=0.33668 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 97.52 %correct ; RMSErr=0.03050 TESTING: 83.47 %correct ; RMSErr=0.39148 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01368 TESTING: 83.47 %correct ; RMSErr=0.34447 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00759 TESTING: 83.47 %correct ; RMSErr=0.31946 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00714 TESTING: 83.47 %correct ; RMSErr=0.32500 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00633 TESTING: 83.47 %correct ; RMSErr=0.33361 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00580 TESTING: 83.47 %correct ; RMSErr=0.31844 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00600 TESTING: 83.47 %correct ; RMSErr=0.33045 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00509 TESTING: 83.47 %correct ; RMSErr=0.33149 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00474 TESTING: 83.47 %correct ; RMSErr=0.32840 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00472 TESTING: 83.47 %correct ; RMSErr=0.31893 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00473 TESTING: 83.47 %correct ; RMSErr=0.30954 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00454 TESTING: 83.47 %correct ; RMSErr=0.30720 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00429 TESTING: 83.47 %correct ; RMSErr=0.30256 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00443 TESTING: 83.47 %correct ; RMSErr=0.30447 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00430 TESTING: 83.47 %correct ; RMSErr=0.30243 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 83.47 %correct ; RMSErr=0.30064 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 83.47 %correct ; RMSErr=0.30103 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00413 TESTING: 83.47 %correct ; RMSErr=0.30190 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 83.47 %correct ; RMSErr=0.30089 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 83.47 %correct ; RMSErr=0.29864 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 83.47 %correct ; RMSErr=0.29971 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 83.47 %correct ; RMSErr=0.29625 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00399 TESTING: 83.47 %correct ; RMSErr=0.29706 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00393 TESTING: 83.47 %correct ; RMSErr=0.29722 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00383 TESTING: 83.47 %correct ; RMSErr=0.29438 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 83.47 %correct ; RMSErr=0.29327 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00374 TESTING: 83.47 %correct ; RMSErr=0.29202 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 83.47 %correct ; RMSErr=0.29133 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00379 TESTING: 83.47 %correct ; RMSErr=0.29258 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 83.47 %correct ; RMSErr=0.29097 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 83.47 %correct ; RMSErr=0.29162 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 83.47 %correct ; RMSErr=0.29449 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 83.47 %correct ; RMSErr=0.29321 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 83.47 %correct ; RMSErr=0.29479 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 15 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 10 RMSErr=0.290200 ******** Epoch: 15 RMSErr=0.289459 ********** ................................................................. Epoch: 25 RMSErr=0.292445 ** ................................................................. Epoch: 165 RMSErr=0.293273 * Epoch: 170 RMSErr=0.292020 *** Epoch: 175 RMSErr=0.291328 ***** Epoch: 180 RMSErr=0.292581 ** Epoch: 185 RMSErr=0.290972 ****** Epoch: 190 RMSErr=0.291625 **** ................................................................. Epoch: 200 RMSErr=0.293205 * ..............................=> Skips at least one reporting period. Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "B2-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 16:28:49 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 16:28:51 1997 Parameters read from file "B3.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49890 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29410 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29016 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.28960 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30680 TESTING: 40.50 %correct ; RMSErr=0.32405 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25314 TESTING: 56.20 %correct ; RMSErr=0.26842 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 69.42 %correct ; RMSErr=0.18138 TESTING: 80.99 %correct ; RMSErr=0.26513 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08314 TESTING: 88.43 %correct ; RMSErr=0.23775 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 98.35 %correct ; RMSErr=0.02632 TESTING: 88.43 %correct ; RMSErr=0.21727 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01213 TESTING: 94.21 %correct ; RMSErr=0.10954 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00826 TESTING: 98.35 %correct ; RMSErr=0.08953 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00670 TESTING: 98.35 %correct ; RMSErr=0.08197 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00608 TESTING: 99.17 %correct ; RMSErr=0.08089 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00545 TESTING: 99.17 %correct ; RMSErr=0.08468 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00519 TESTING: 99.17 %correct ; RMSErr=0.08323 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00488 TESTING: 99.17 %correct ; RMSErr=0.08253 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00461 TESTING: 99.17 %correct ; RMSErr=0.07470 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00469 TESTING: 99.17 %correct ; RMSErr=0.07841 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00449 TESTING: 99.17 %correct ; RMSErr=0.08266 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00423 TESTING: 99.17 %correct ; RMSErr=0.08178 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00436 TESTING: 99.17 %correct ; RMSErr=0.07834 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00444 TESTING: 99.17 %correct ; RMSErr=0.08237 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00437 TESTING: 98.35 %correct ; RMSErr=0.08289 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 99.17 %correct ; RMSErr=0.08266 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 99.17 %correct ; RMSErr=0.08067 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00410 TESTING: 99.17 %correct ; RMSErr=0.07949 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 99.17 %correct ; RMSErr=0.07778 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 99.17 %correct ; RMSErr=0.07783 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 99.17 %correct ; RMSErr=0.07516 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 99.17 %correct ; RMSErr=0.07468 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00386 TESTING: 99.17 %correct ; RMSErr=0.07597 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00378 TESTING: 99.17 %correct ; RMSErr=0.07510 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00384 TESTING: 99.17 %correct ; RMSErr=0.07413 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 99.17 %correct ; RMSErr=0.07481 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 99.17 %correct ; RMSErr=0.07433 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00385 TESTING: 99.17 %correct ; RMSErr=0.07334 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 99.17 %correct ; RMSErr=0.07294 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00377 TESTING: 99.17 %correct ; RMSErr=0.07208 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00373 TESTING: 99.17 %correct ; RMSErr=0.07205 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00370 TESTING: 99.17 %correct ; RMSErr=0.07176 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 99.17 %correct ; RMSErr=0.07023 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 99.17 %correct ; RMSErr=0.07006 *--------------------------------------------------------------------* Epoch 210: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 99.17 %correct ; RMSErr=0.07245 *--------------------------------------------------------------------* Epoch 215: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00367 TESTING: 99.17 %correct ; RMSErr=0.07067 *--------------------------------------------------------------------* Epoch 220: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 99.17 %correct ; RMSErr=0.07089 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 99.17 %correct ; RMSErr=0.07093 *--------------------------------------------------------------------* Epoch 230: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 99.17 %correct ; RMSErr=0.07129 *--------------------------------------------------------------------* Epoch 235: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00357 TESTING: 99.17 %correct ; RMSErr=0.07051 *--------------------------------------------------------------------* Epoch 240: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 99.17 %correct ; RMSErr=0.07026 *--------------------------------------------------------------------* Epoch 245: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 99.17 %correct ; RMSErr=0.07111 *--------------------------------------------------------------------* Epoch 250: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 99.17 %correct ; RMSErr=0.07061 *--------------------------------------------------------------------* Epoch 255: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00370 TESTING: 99.17 %correct ; RMSErr=0.07076 *--------------------------------------------------------------------* Epoch 260: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 99.17 %correct ; RMSErr=0.07117 *--------------------------------------------------------------------* Epoch 265: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00355 TESTING: 99.17 %correct ; RMSErr=0.07152 *--------------------------------------------------------------------* Epoch 270: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00354 TESTING: 99.17 %correct ; RMSErr=0.07083 *--------------------------------------------------------------------* Epoch 275: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00352 TESTING: 99.17 %correct ; RMSErr=0.07001 *--------------------------------------------------------------------* Epoch 280: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 99.17 %correct ; RMSErr=0.07074 *--------------------------------------------------------------------* Epoch 285: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 99.17 %correct ; RMSErr=0.07103 *--------------------------------------------------------------------* Epoch 290: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 99.17 %correct ; RMSErr=0.07033 *--------------------------------------------------------------------* Epoch 295: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 99.17 %correct ; RMSErr=0.07021 *--------------------------------------------------------------------* Epoch 300: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00349 TESTING: 99.17 %correct ; RMSErr=0.06979 *--------------------------------------------------------------------* Epoch 305: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00349 TESTING: 99.17 %correct ; RMSErr=0.06984 *--------------------------------------------------------------------* Epoch 310: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 99.17 %correct ; RMSErr=0.07039 *--------------------------------------------------------------------* Epoch 315: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.07067 *--------------------------------------------------------------------* Epoch 320: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.07065 *--------------------------------------------------------------------* Epoch 325: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00343 TESTING: 99.17 %correct ; RMSErr=0.06888 *--------------------------------------------------------------------* Epoch 330: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.06999 *--------------------------------------------------------------------* Epoch 335: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00347 TESTING: 99.17 %correct ; RMSErr=0.07052 *--------------------------------------------------------------------* Epoch 340: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.07052 *--------------------------------------------------------------------* Epoch 345: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00348 TESTING: 99.17 %correct ; RMSErr=0.07123 *--------------------------------------------------------------------* Epoch 350: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 99.17 %correct ; RMSErr=0.07134 *--------------------------------------------------------------------* Epoch 355: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 99.17 %correct ; RMSErr=0.07150 *--------------------------------------------------------------------* Epoch 360: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00342 TESTING: 99.17 %correct ; RMSErr=0.07182 *--------------------------------------------------------------------* Epoch 365: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 99.17 %correct ; RMSErr=0.07099 *--------------------------------------------------------------------* Epoch 370: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 99.17 %correct ; RMSErr=0.07060 *--------------------------------------------------------------------* Epoch 375: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00339 TESTING: 99.17 %correct ; RMSErr=0.07120 *--------------------------------------------------------------------* Epoch 380: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00340 TESTING: 99.17 %correct ; RMSErr=0.07152 *--------------------------------------------------------------------* Epoch 385: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 99.17 %correct ; RMSErr=0.07075 *--------------------------------------------------------------------* Epoch 390: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 99.17 %correct ; RMSErr=0.07173 *--------------------------------------------------------------------* Epoch 395: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07125 *--------------------------------------------------------------------* Epoch 400: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 99.17 %correct ; RMSErr=0.07148 *--------------------------------------------------------------------* Epoch 405: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07136 *--------------------------------------------------------------------* Epoch 410: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07147 *--------------------------------------------------------------------* Epoch 415: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 99.17 %correct ; RMSErr=0.06723 *--------------------------------------------------------------------* Epoch 420: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07201 *--------------------------------------------------------------------* Epoch 425: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 99.17 %correct ; RMSErr=0.07197 *--------------------------------------------------------------------* Epoch 430: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00335 TESTING: 99.17 %correct ; RMSErr=0.07188 *--------------------------------------------------------------------* Epoch 435: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 99.17 %correct ; RMSErr=0.07182 *--------------------------------------------------------------------* Epoch 440: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07204 *--------------------------------------------------------------------* Epoch 445: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 99.17 %correct ; RMSErr=0.07171 *--------------------------------------------------------------------* Epoch 450: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07173 *--------------------------------------------------------------------* Epoch 455: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07189 *--------------------------------------------------------------------* Epoch 460: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 99.17 %correct ; RMSErr=0.07223 *--------------------------------------------------------------------* Epoch 465: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 99.17 %correct ; RMSErr=0.07260 *--------------------------------------------------------------------* Epoch 470: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07250 *--------------------------------------------------------------------* Epoch 475: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07201 *--------------------------------------------------------------------* Epoch 480: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 99.17 %correct ; RMSErr=0.07242 *--------------------------------------------------------------------* Epoch 485: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07240 *--------------------------------------------------------------------* Epoch 490: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07212 *--------------------------------------------------------------------* Epoch 495: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07317 *--------------------------------------------------------------------* Epoch 500: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07318 *--------------------------------------------------------------------* Epoch 505: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07334 *--------------------------------------------------------------------* Epoch 510: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07344 *--------------------------------------------------------------------* Epoch 515: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07382 *--------------------------------------------------------------------* Epoch 520: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07377 *--------------------------------------------------------------------* Epoch 525: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07374 *--------------------------------------------------------------------* Epoch 530: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07400 *--------------------------------------------------------------------* Epoch 535: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07433 *--------------------------------------------------------------------* Epoch 540: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07372 *--------------------------------------------------------------------* Epoch 545: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07438 *--------------------------------------------------------------------* Epoch 550: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07478 *--------------------------------------------------------------------* Epoch 555: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07475 *--------------------------------------------------------------------* Epoch 560: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07549 *--------------------------------------------------------------------* Epoch 565: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07498 *--------------------------------------------------------------------* Epoch 570: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07427 *--------------------------------------------------------------------* Epoch 575: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07464 *--------------------------------------------------------------------* Epoch 580: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07508 *--------------------------------------------------------------------* Epoch 585: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07476 *--------------------------------------------------------------------* Epoch 590: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07459 *--------------------------------------------------------------------* Epoch 595: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07477 *--------------------------------------------------------------------* Epoch 600: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07668 *--------------------------------------------------------------------* Epoch 605: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07526 *--------------------------------------------------------------------* Epoch 610: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07502 *--------------------------------------------------------------------* Epoch 615: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07484 *--------------------------------------------------------------------* Epoch 620: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07530 *--------------------------------------------------------------------* Epoch 625: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07700 *--------------------------------------------------------------------* Epoch 630: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07542 *--------------------------------------------------------------------* Epoch 635: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07539 *--------------------------------------------------------------------* Epoch 640: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07500 *--------------------------------------------------------------------* Epoch 645: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07553 *--------------------------------------------------------------------* Epoch 650: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07541 *--------------------------------------------------------------------* Epoch 655: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07526 *--------------------------------------------------------------------* Epoch 660: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07566 *--------------------------------------------------------------------* Epoch 665: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07491 *--------------------------------------------------------------------* Epoch 670: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07558 *--------------------------------------------------------------------* Epoch 675: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07581 *--------------------------------------------------------------------* Epoch 680: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07593 *--------------------------------------------------------------------* Epoch 685: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07593 *--------------------------------------------------------------------* Epoch 690: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07596 *--------------------------------------------------------------------* Epoch 695: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00323 TESTING: 99.17 %correct ; RMSErr=0.07596 *--------------------------------------------------------------------* Epoch 700: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00323 TESTING: 99.17 %correct ; RMSErr=0.07594 *--------------------------------------------------------------------* Epoch 705: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07582 *--------------------------------------------------------------------* Epoch 710: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07623 *--------------------------------------------------------------------* Epoch 715: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07614 *--------------------------------------------------------------------* Epoch 720: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07629 *--------------------------------------------------------------------* Epoch 725: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00324 TESTING: 99.17 %correct ; RMSErr=0.07639 *--------------------------------------------------------------------* Epoch 730: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07633 *--------------------------------------------------------------------* Epoch 735: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07654 *--------------------------------------------------------------------* Epoch 740: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00324 TESTING: 99.17 %correct ; RMSErr=0.07604 *--------------------------------------------------------------------* Epoch 745: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07653 *--------------------------------------------------------------------* Epoch 750: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07657 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 200 RMSErr=0.070226 * Epoch: 205 RMSErr=0.070065 * ................................................................. Epoch: 240 RMSErr=0.070259 * ................................................................. Epoch: 275 RMSErr=0.070014 * ................................................................. Epoch: 295 RMSErr=0.070214 * Epoch: 300 RMSErr=0.069790 ** Epoch: 305 RMSErr=0.069841 ** ................................................................. Epoch: 325 RMSErr=0.068877 ***** Epoch: 330 RMSErr=0.069990 * ................................................................. Epoch: 415 RMSErr=0.067233 ********** ..............................=> Skips at least one reporting period. Training halted after Epoch 750. *--------------------------------------------------------------------* ... Predictions saved to "B3-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 16:36:48 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 16:28:51 1997 Parameters read from file "B3.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49890 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29410 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29016 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.28960 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30680 TESTING: 40.50 %correct ; RMSErr=0.32405 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25314 TESTING: 56.20 %correct ; RMSErr=0.26842 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 69.42 %correct ; RMSErr=0.18138 TESTING: 80.99 %correct ; RMSErr=0.26513 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08314 TESTING: 88.43 %correct ; RMSErr=0.23775 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 98.35 %correct ; RMSErr=0.02632 TESTING: 88.43 %correct ; RMSErr=0.21727 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01213 TESTING: 94.21 %correct ; RMSErr=0.10954 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00826 TESTING: 98.35 %correct ; RMSErr=0.08953 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00670 TESTING: 98.35 %correct ; RMSErr=0.08197 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00608 TESTING: 99.17 %correct ; RMSErr=0.08089 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00545 TESTING: 99.17 %correct ; RMSErr=0.08468 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00519 TESTING: 99.17 %correct ; RMSErr=0.08323 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00488 TESTING: 99.17 %correct ; RMSErr=0.08253 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00461 TESTING: 99.17 %correct ; RMSErr=0.07470 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00469 TESTING: 99.17 %correct ; RMSErr=0.07841 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00449 TESTING: 99.17 %correct ; RMSErr=0.08266 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00423 TESTING: 99.17 %correct ; RMSErr=0.08178 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00436 TESTING: 99.17 %correct ; RMSErr=0.07834 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00444 TESTING: 99.17 %correct ; RMSErr=0.08237 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00437 TESTING: 98.35 %correct ; RMSErr=0.08289 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 99.17 %correct ; RMSErr=0.08266 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 99.17 %correct ; RMSErr=0.08067 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00410 TESTING: 99.17 %correct ; RMSErr=0.07949 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 99.17 %correct ; RMSErr=0.07778 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 99.17 %correct ; RMSErr=0.07783 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 99.17 %correct ; RMSErr=0.07516 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 99.17 %correct ; RMSErr=0.07468 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00386 TESTING: 99.17 %correct ; RMSErr=0.07597 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00378 TESTING: 99.17 %correct ; RMSErr=0.07510 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00384 TESTING: 99.17 %correct ; RMSErr=0.07413 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 99.17 %correct ; RMSErr=0.07481 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 99.17 %correct ; RMSErr=0.07433 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00385 TESTING: 99.17 %correct ; RMSErr=0.07334 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 99.17 %correct ; RMSErr=0.07294 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00377 TESTING: 99.17 %correct ; RMSErr=0.07208 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00373 TESTING: 99.17 %correct ; RMSErr=0.07205 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00370 TESTING: 99.17 %correct ; RMSErr=0.07176 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 99.17 %correct ; RMSErr=0.07023 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 99.17 %correct ; RMSErr=0.07006 *--------------------------------------------------------------------* Epoch 210: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 99.17 %correct ; RMSErr=0.07245 *--------------------------------------------------------------------* Epoch 215: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00367 TESTING: 99.17 %correct ; RMSErr=0.07067 *--------------------------------------------------------------------* Epoch 220: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 99.17 %correct ; RMSErr=0.07089 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 99.17 %correct ; RMSErr=0.07093 *--------------------------------------------------------------------* Epoch 230: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 99.17 %correct ; RMSErr=0.07129 *--------------------------------------------------------------------* Epoch 235: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00357 TESTING: 99.17 %correct ; RMSErr=0.07051 *--------------------------------------------------------------------* Epoch 240: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 99.17 %correct ; RMSErr=0.07026 *--------------------------------------------------------------------* Epoch 245: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 99.17 %correct ; RMSErr=0.07111 *--------------------------------------------------------------------* Epoch 250: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 99.17 %correct ; RMSErr=0.07061 *--------------------------------------------------------------------* Epoch 255: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00370 TESTING: 99.17 %correct ; RMSErr=0.07076 *--------------------------------------------------------------------* Epoch 260: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 99.17 %correct ; RMSErr=0.07117 *--------------------------------------------------------------------* Epoch 265: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00355 TESTING: 99.17 %correct ; RMSErr=0.07152 *--------------------------------------------------------------------* Epoch 270: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00354 TESTING: 99.17 %correct ; RMSErr=0.07083 *--------------------------------------------------------------------* Epoch 275: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00352 TESTING: 99.17 %correct ; RMSErr=0.07001 *--------------------------------------------------------------------* Epoch 280: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 99.17 %correct ; RMSErr=0.07074 *--------------------------------------------------------------------* Epoch 285: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 99.17 %correct ; RMSErr=0.07103 *--------------------------------------------------------------------* Epoch 290: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 99.17 %correct ; RMSErr=0.07033 *--------------------------------------------------------------------* Epoch 295: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 99.17 %correct ; RMSErr=0.07021 *--------------------------------------------------------------------* Epoch 300: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00349 TESTING: 99.17 %correct ; RMSErr=0.06979 *--------------------------------------------------------------------* Epoch 305: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00349 TESTING: 99.17 %correct ; RMSErr=0.06984 *--------------------------------------------------------------------* Epoch 310: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 99.17 %correct ; RMSErr=0.07039 *--------------------------------------------------------------------* Epoch 315: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.07067 *--------------------------------------------------------------------* Epoch 320: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.07065 *--------------------------------------------------------------------* Epoch 325: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00343 TESTING: 99.17 %correct ; RMSErr=0.06888 *--------------------------------------------------------------------* Epoch 330: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.06999 *--------------------------------------------------------------------* Epoch 335: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00347 TESTING: 99.17 %correct ; RMSErr=0.07052 *--------------------------------------------------------------------* Epoch 340: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 99.17 %correct ; RMSErr=0.07052 *--------------------------------------------------------------------* Epoch 345: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00348 TESTING: 99.17 %correct ; RMSErr=0.07123 *--------------------------------------------------------------------* Epoch 350: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 99.17 %correct ; RMSErr=0.07134 *--------------------------------------------------------------------* Epoch 355: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 99.17 %correct ; RMSErr=0.07150 *--------------------------------------------------------------------* Epoch 360: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00342 TESTING: 99.17 %correct ; RMSErr=0.07182 *--------------------------------------------------------------------* Epoch 365: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 99.17 %correct ; RMSErr=0.07099 *--------------------------------------------------------------------* Epoch 370: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 99.17 %correct ; RMSErr=0.07060 *--------------------------------------------------------------------* Epoch 375: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00339 TESTING: 99.17 %correct ; RMSErr=0.07120 *--------------------------------------------------------------------* Epoch 380: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00340 TESTING: 99.17 %correct ; RMSErr=0.07152 *--------------------------------------------------------------------* Epoch 385: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 99.17 %correct ; RMSErr=0.07075 *--------------------------------------------------------------------* Epoch 390: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 99.17 %correct ; RMSErr=0.07173 *--------------------------------------------------------------------* Epoch 395: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07125 *--------------------------------------------------------------------* Epoch 400: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 99.17 %correct ; RMSErr=0.07148 *--------------------------------------------------------------------* Epoch 405: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07136 *--------------------------------------------------------------------* Epoch 410: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07147 *--------------------------------------------------------------------* Epoch 415: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 99.17 %correct ; RMSErr=0.06723 *--------------------------------------------------------------------* Epoch 420: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07201 *--------------------------------------------------------------------* Epoch 425: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 99.17 %correct ; RMSErr=0.07197 *--------------------------------------------------------------------* Epoch 430: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00335 TESTING: 99.17 %correct ; RMSErr=0.07188 *--------------------------------------------------------------------* Epoch 435: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 99.17 %correct ; RMSErr=0.07182 *--------------------------------------------------------------------* Epoch 440: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07204 *--------------------------------------------------------------------* Epoch 445: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 99.17 %correct ; RMSErr=0.07171 *--------------------------------------------------------------------* Epoch 450: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07173 *--------------------------------------------------------------------* Epoch 455: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07189 *--------------------------------------------------------------------* Epoch 460: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 99.17 %correct ; RMSErr=0.07223 *--------------------------------------------------------------------* Epoch 465: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 99.17 %correct ; RMSErr=0.07260 *--------------------------------------------------------------------* Epoch 470: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07250 *--------------------------------------------------------------------* Epoch 475: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 99.17 %correct ; RMSErr=0.07201 *--------------------------------------------------------------------* Epoch 480: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 99.17 %correct ; RMSErr=0.07242 *--------------------------------------------------------------------* Epoch 485: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07240 *--------------------------------------------------------------------* Epoch 490: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07212 *--------------------------------------------------------------------* Epoch 495: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07317 *--------------------------------------------------------------------* Epoch 500: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 99.17 %correct ; RMSErr=0.07318 *--------------------------------------------------------------------* Epoch 505: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07334 *--------------------------------------------------------------------* Epoch 510: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07344 *--------------------------------------------------------------------* Epoch 515: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07382 *--------------------------------------------------------------------* Epoch 520: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07377 *--------------------------------------------------------------------* Epoch 525: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07374 *--------------------------------------------------------------------* Epoch 530: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07400 *--------------------------------------------------------------------* Epoch 535: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07433 *--------------------------------------------------------------------* Epoch 540: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07372 *--------------------------------------------------------------------* Epoch 545: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07438 *--------------------------------------------------------------------* Epoch 550: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07478 *--------------------------------------------------------------------* Epoch 555: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07475 *--------------------------------------------------------------------* Epoch 560: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07549 *--------------------------------------------------------------------* Epoch 565: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.07498 *--------------------------------------------------------------------* Epoch 570: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07427 *--------------------------------------------------------------------* Epoch 575: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07464 *--------------------------------------------------------------------* Epoch 580: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07508 *--------------------------------------------------------------------* Epoch 585: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07476 *--------------------------------------------------------------------* Epoch 590: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07459 *--------------------------------------------------------------------* Epoch 595: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07477 *--------------------------------------------------------------------* Epoch 600: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07668 *--------------------------------------------------------------------* Epoch 605: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 99.17 %correct ; RMSErr=0.07526 *--------------------------------------------------------------------* Epoch 610: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07502 *--------------------------------------------------------------------* Epoch 615: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07484 *--------------------------------------------------------------------* Epoch 620: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 10      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrsuvwxyz{|}~0.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07530 *--------------------------------------------------------------------* Epoch 625: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.07700 *--------------------------------------------------------------------* Epoch 630: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07542 *--------------------------------------------------------------------* Epoch 635: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07539 *--------------------------------------------------------------------* Epoch 640: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07500 *--------------------------------------------------------------------* Epoch 645: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07553 *--------------------------------------------------------------------* Epoch 650: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07541 *--------------------------------------------------------------------* Epoch 655: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07526 *--------------------------------------------------------------------* Epoch 660: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07566 *--------------------------------------------------------------------* Epoch 665: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07491 *--------------------------------------------------------------------* Epoch 670: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07558 *--------------------------------------------------------------------* Epoch 675: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07581 *--------------------------------------------------------------------* Epoch 680: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07593 *--------------------------------------------------------------------* Epoch 685: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 99.17 %correct ; RMSErr=0.07593 *--------------------------------------------------------------------* Epoch 690: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07596 *--------------------------------------------------------------------* Epoch 695: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00323 TESTING: 99.17 %correct ; RMSErr=0.07596 *--------------------------------------------------------------------* Epoch 700: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00323 TESTING: 99.17 %correct ; RMSErr=0.07594 *--------------------------------------------------------------------* Epoch 705: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 99.17 %correct ; RMSErr=0.07582 *--------------------------------------------------------------------* Epoch 710: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07623 *--------------------------------------------------------------------* Epoch 715: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07614 *--------------------------------------------------------------------* Epoch 720: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07629 *--------------------------------------------------------------------* Epoch 725: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00324 TESTING: 99.17 %correct ; RMSErr=0.07639 *--------------------------------------------------------------------* Epoch 730: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07633 *--------------------------------------------------------------------* Epoch 735: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07654 *--------------------------------------------------------------------* Epoch 740: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00324 TESTING: 99.17 %correct ; RMSErr=0.07604 *--------------------------------------------------------------------* Epoch 745: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07653 *--------------------------------------------------------------------* Epoch 750: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 99.17 %correct ; RMSErr=0.07657 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 200 RMSErr=0.070226 * Epoch: 205 RMSErr=0.070065 * ................................................................. Epoch: 240 RMSErr=0.070259 * ................................................................. Epoch: 275 RMSErr=0.070014 * ................................................................. Epoch: 295 RMSErr=0.070214 * Epoch: 300 RMSErr=0.069790 ** Epoch: 305 RMSErr=0.069841 ** ................................................................. Epoch: 325 RMSErr=0.068877 ***** Epoch: 330 RMSErr=0.069990 * ................................................................. Epoch: 415 RMSErr=0.067233 ********** ..............................=> Skips at least one reporting period. Training halted after Epoch 750. *--------------------------------------------------------------------* ... Predictions saved to "B3-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 16:36:48 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 18:27:30 1997 Parameters read from file "B4.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49890 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29418 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29020 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.28947 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30680 TESTING: 65.29 %correct ; RMSErr=0.35702 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25314 TESTING: 66.12 %correct ; RMSErr=0.28994 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 69.42 %correct ; RMSErr=0.18138 TESTING: 74.38 %correct ; RMSErr=0.30107 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08314 TESTING: 81.82 %correct ; RMSErr=0.32528 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 98.35 %correct ; RMSErr=0.02632 TESTING: 83.47 %correct ; RMSErr=0.37504 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01213 TESTING: 83.47 %correct ; RMSErr=0.33586 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00826 TESTING: 83.47 %correct ; RMSErr=0.31097 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00670 TESTING: 83.47 %correct ; RMSErr=0.30619 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00608 TESTING: 83.47 %correct ; RMSErr=0.31640 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00545 TESTING: 83.47 %correct ; RMSErr=0.31161 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00519 TESTING: 83.47 %correct ; RMSErr=0.30074 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00488 TESTING: 84.30 %correct ; RMSErr=0.27772 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00461 TESTING: 83.47 %correct ; RMSErr=0.28774 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00469 TESTING: 83.47 %correct ; RMSErr=0.28825 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00449 TESTING: 83.47 %correct ; RMSErr=0.28644 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00423 TESTING: 83.47 %correct ; RMSErr=0.28674 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00436 TESTING: 83.47 %correct ; RMSErr=0.28016 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00444 TESTING: 83.47 %correct ; RMSErr=0.28125 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00437 TESTING: 84.30 %correct ; RMSErr=0.27380 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 84.30 %correct ; RMSErr=0.27296 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 84.30 %correct ; RMSErr=0.27106 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00410 TESTING: 84.30 %correct ; RMSErr=0.27241 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 84.30 %correct ; RMSErr=0.27347 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 84.30 %correct ; RMSErr=0.27134 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 84.30 %correct ; RMSErr=0.27136 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 84.30 %correct ; RMSErr=0.27029 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00386 TESTING: 84.30 %correct ; RMSErr=0.27008 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00378 TESTING: 84.30 %correct ; RMSErr=0.27022 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00384 TESTING: 85.12 %correct ; RMSErr=0.26716 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 84.30 %correct ; RMSErr=0.26880 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 84.30 %correct ; RMSErr=0.27058 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00385 TESTING: 84.30 %correct ; RMSErr=0.26772 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 84.30 %correct ; RMSErr=0.26817 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00377 TESTING: 84.30 %correct ; RMSErr=0.26798 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00373 TESTING: 84.30 %correct ; RMSErr=0.26695 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00370 TESTING: 84.30 %correct ; RMSErr=0.26645 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 84.30 %correct ; RMSErr=0.26658 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 84.30 %correct ; RMSErr=0.26674 *--------------------------------------------------------------------* Epoch 210: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 84.30 %correct ; RMSErr=0.26651 *--------------------------------------------------------------------* Epoch 215: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00367 TESTING: 84.30 %correct ; RMSErr=0.26628 *--------------------------------------------------------------------* Epoch 220: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 84.30 %correct ; RMSErr=0.26574 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 84.30 %correct ; RMSErr=0.26879 *--------------------------------------------------------------------* Epoch 230: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00365 TESTING: 84.30 %correct ; RMSErr=0.26632 *--------------------------------------------------------------------* Epoch 235: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00357 TESTING: 84.30 %correct ; RMSErr=0.26626 *--------------------------------------------------------------------* Epoch 240: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 84.30 %correct ; RMSErr=0.26660 *--------------------------------------------------------------------* Epoch 245: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 84.30 %correct ; RMSErr=0.27024 *--------------------------------------------------------------------* Epoch 250: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 84.30 %correct ; RMSErr=0.26703 *--------------------------------------------------------------------* Epoch 255: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00370 TESTING: 84.30 %correct ; RMSErr=0.26733 *--------------------------------------------------------------------* Epoch 260: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 84.30 %correct ; RMSErr=0.26596 *--------------------------------------------------------------------* Epoch 265: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00355 TESTING: 84.30 %correct ; RMSErr=0.26691 *--------------------------------------------------------------------* Epoch 270: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00354 TESTING: 84.30 %correct ; RMSErr=0.26510 *--------------------------------------------------------------------* Epoch 275: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00352 TESTING: 84.30 %correct ; RMSErr=0.26522 *--------------------------------------------------------------------* Epoch 280: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 84.30 %correct ; RMSErr=0.26488 *--------------------------------------------------------------------* Epoch 285: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 84.30 %correct ; RMSErr=0.26514 *--------------------------------------------------------------------* Epoch 290: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 84.30 %correct ; RMSErr=0.26456 *--------------------------------------------------------------------* Epoch 295: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 85.12 %correct ; RMSErr=0.26431 *--------------------------------------------------------------------* Epoch 300: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00349 TESTING: 84.30 %correct ; RMSErr=0.26480 *--------------------------------------------------------------------* Epoch 305: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00349 TESTING: 84.30 %correct ; RMSErr=0.26440 *--------------------------------------------------------------------* Epoch 310: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 84.30 %correct ; RMSErr=0.26521 *--------------------------------------------------------------------* Epoch 315: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 84.30 %correct ; RMSErr=0.26523 *--------------------------------------------------------------------* Epoch 320: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 84.30 %correct ; RMSErr=0.26444 *--------------------------------------------------------------------* Epoch 325: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00343 TESTING: 84.30 %correct ; RMSErr=0.26460 *--------------------------------------------------------------------* Epoch 330: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 84.30 %correct ; RMSErr=0.26394 *--------------------------------------------------------------------* Epoch 335: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00347 TESTING: 84.30 %correct ; RMSErr=0.26496 *--------------------------------------------------------------------* Epoch 340: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00345 TESTING: 84.30 %correct ; RMSErr=0.26443 *--------------------------------------------------------------------* Epoch 345: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00348 TESTING: 84.30 %correct ; RMSErr=0.26460 *--------------------------------------------------------------------* Epoch 350: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 84.30 %correct ; RMSErr=0.26418 *--------------------------------------------------------------------* Epoch 355: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 84.30 %correct ; RMSErr=0.26441 *--------------------------------------------------------------------* Epoch 360: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00342 TESTING: 84.30 %correct ; RMSErr=0.26401 *--------------------------------------------------------------------* Epoch 365: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 84.30 %correct ; RMSErr=0.26413 *--------------------------------------------------------------------* Epoch 370: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 84.30 %correct ; RMSErr=0.26389 *--------------------------------------------------------------------* Epoch 375: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00339 TESTING: 84.30 %correct ; RMSErr=0.26408 *--------------------------------------------------------------------* Epoch 380: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00340 TESTING: 84.30 %correct ; RMSErr=0.26398 *--------------------------------------------------------------------* Epoch 385: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 84.30 %correct ; RMSErr=0.26386 *--------------------------------------------------------------------* Epoch 390: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 84.30 %correct ; RMSErr=0.26415 *--------------------------------------------------------------------* Epoch 395: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 84.30 %correct ; RMSErr=0.26359 *--------------------------------------------------------------------* Epoch 400: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 84.30 %correct ; RMSErr=0.26348 *--------------------------------------------------------------------* Epoch 405: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 84.30 %correct ; RMSErr=0.26352 *--------------------------------------------------------------------* Epoch 410: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 84.30 %correct ; RMSErr=0.26378 *--------------------------------------------------------------------* Epoch 415: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 84.30 %correct ; RMSErr=0.26325 *--------------------------------------------------------------------* Epoch 420: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 84.30 %correct ; RMSErr=0.26423 *--------------------------------------------------------------------* Epoch 425: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 84.30 %correct ; RMSErr=0.26412 *--------------------------------------------------------------------* Epoch 430: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00335 TESTING: 84.30 %correct ; RMSErr=0.26392 *--------------------------------------------------------------------* Epoch 435: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 84.30 %correct ; RMSErr=0.26392 *--------------------------------------------------------------------* Epoch 440: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 84.30 %correct ; RMSErr=0.26336 *--------------------------------------------------------------------* Epoch 445: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 84.30 %correct ; RMSErr=0.26334 *--------------------------------------------------------------------* Epoch 450: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 84.30 %correct ; RMSErr=0.26307 *--------------------------------------------------------------------* Epoch 455: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 84.30 %correct ; RMSErr=0.26391 *--------------------------------------------------------------------* Epoch 460: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 84.30 %correct ; RMSErr=0.26390 *--------------------------------------------------------------------* Epoch 465: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 84.30 %correct ; RMSErr=0.26375 *--------------------------------------------------------------------* Epoch 470: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 84.30 %correct ; RMSErr=0.26370 *--------------------------------------------------------------------* Epoch 475: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 84.30 %correct ; RMSErr=0.26363 *--------------------------------------------------------------------* Epoch 480: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 84.30 %correct ; RMSErr=0.26323 *--------------------------------------------------------------------* Epoch 485: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 84.30 %correct ; RMSErr=0.26328 *--------------------------------------------------------------------* Epoch 490: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 84.30 %correct ; RMSErr=0.26364 *--------------------------------------------------------------------* Epoch 495: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 84.30 %correct ; RMSErr=0.26316 *--------------------------------------------------------------------* Epoch 500: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 84.30 %correct ; RMSErr=0.26343 *--------------------------------------------------------------------* Epoch 505: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26345 *--------------------------------------------------------------------* Epoch 510: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26357 *--------------------------------------------------------------------* Epoch 515: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26356 *--------------------------------------------------------------------* Epoch 520: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26362 *--------------------------------------------------------------------* Epoch 525: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 84.30 %correct ; RMSErr=0.26393 *--------------------------------------------------------------------* Epoch 530: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 84.30 %correct ; RMSErr=0.26331 *--------------------------------------------------------------------* Epoch 535: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26355 *--------------------------------------------------------------------* Epoch 540: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 84.30 %correct ; RMSErr=0.26337 *--------------------------------------------------------------------* Epoch 545: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26377 *--------------------------------------------------------------------* Epoch 550: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 84.30 %correct ; RMSErr=0.26366 *--------------------------------------------------------------------* Epoch 555: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26341 *--------------------------------------------------------------------* Epoch 560: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 84.30 %correct ; RMSErr=0.26340 *--------------------------------------------------------------------* Epoch 565: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 84.30 %correct ; RMSErr=0.26360 *--------------------------------------------------------------------* Epoch 570: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 84.30 %correct ; RMSErr=0.26330 *--------------------------------------------------------------------* Epoch 575: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26339 *--------------------------------------------------------------------* Epoch 580: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26289 *--------------------------------------------------------------------* Epoch 585: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26314 *--------------------------------------------------------------------* Epoch 590: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 84.30 %correct ; RMSErr=0.26330 *--------------------------------------------------------------------* Epoch 595: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26327 *--------------------------------------------------------------------* Epoch 600: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 84.30 %correct ; RMSErr=0.26359 *--------------------------------------------------------------------* Epoch 605: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00328 TESTING: 84.30 %correct ; RMSErr=0.26343 *--------------------------------------------------------------------* Epoch 610: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26350 *--------------------------------------------------------------------* Epoch 615: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 84.30 %correct ; RMSErr=0.26324 *--------------------------------------------------------------------* Epoch 620: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26340 *--------------------------------------------------------------------* Epoch 625: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 84.30 %correct ; RMSErr=0.26334 *--------------------------------------------------------------------* Epoch 630: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26321 *--------------------------------------------------------------------* Epoch 635: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 84.30 %correct ; RMSErr=0.26326 *--------------------------------------------------------------------* Epoch 640: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26280 *--------------------------------------------------------------------* Epoch 645: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26291 *--------------------------------------------------------------------* Epoch 650: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26314 *--------------------------------------------------------------------* Epoch 655: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26306 *--------------------------------------------------------------------* Epoch 660: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 84.30 %correct ; RMSErr=0.26327 *--------------------------------------------------------------------* Epoch 665: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 84.30 %correct ; RMSErr=0.26301 *--------------------------------------------------------------------* Epoch 670: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26323 *--------------------------------------------------------------------* Epoch 675: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 84.30 %correct ; RMSErr=0.26336 *--------------------------------------------------------------------* Epoch 680: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26344 *--------------------------------------------------------------------* Epoch 685: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00327 TESTING: 84.30 %correct ; RMSErr=0.26327 *--------------------------------------------------------------------* Epoch 690: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26339 *--------------------------------------------------------------------* Epoch 695: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00323 TESTING: 84.30 %correct ; RMSErr=0.26356 *--------------------------------------------------------------------* Epoch 700: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00323 TESTING: 84.30 %correct ; RMSErr=0.26332 *--------------------------------------------------------------------* Epoch 705: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00326 TESTING: 84.30 %correct ; RMSErr=0.26340 *--------------------------------------------------------------------* Epoch 710: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26340 *--------------------------------------------------------------------* Epoch 715: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26308 *--------------------------------------------------------------------* Epoch 720: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26332 *--------------------------------------------------------------------* Epoch 725: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00324 TESTING: 84.30 %correct ; RMSErr=0.26335 *--------------------------------------------------------------------* Epoch 730: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26315 *--------------------------------------------------------------------* Epoch 735: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26336 *--------------------------------------------------------------------* Epoch 740: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00324 TESTING: 84.30 %correct ; RMSErr=0.26307 *--------------------------------------------------------------------* Epoch 745: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26340 *--------------------------------------------------------------------* Epoch 750: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00325 TESTING: 84.30 %correct ; RMSErr=0.26314 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 450 RMSErr=0.263069 ** ................................................................. Epoch: 580 RMSErr=0.262893 ******* Epoch: 585 RMSErr=0.263137 * ................................................................. Epoch: 640 RMSErr=0.262801 ********** Epoch: 645 RMSErr=0.262912 ******* ................................................................. Epoch: 655 RMSErr=0.263062 ** ................................................................. Epoch: 665 RMSErr=0.263006 **** ................................................................. Epoch: 715 RMSErr=0.263084 ** ................................................................. Epoch: 740 RMSErr=0.263073 ** ................................................................. Epoch: 750 RMSErr=0.263136 * ..............................=> Skips at least one reporting period. Training halted after Epoch 750. *--------------------------------------------------------------------* ... Predictions saved to "B4-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 18:35:16 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 18:35:18 1997 Parameters read from file "B5.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49670 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 1.65 %correct ; RMSErr=0.30106 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 1.65 %correct ; RMSErr=0.29786 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 1.65 %correct ; RMSErr=0.29759 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30680 TESTING: 65.29 %correct ; RMSErr=0.37005 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25314 TESTING: 65.29 %correct ; RMSErr=0.31204 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 69.42 %correct ; RMSErr=0.18138 TESTING: 72.73 %correct ; RMSErr=0.32788 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08314 TESTING: 76.03 %correct ; RMSErr=0.36299 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 98.35 %correct ; RMSErr=0.02632 TESTING: 81.82 %correct ; RMSErr=0.40414 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01213 TESTING: 82.64 %correct ; RMSErr=0.39774 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00826 TESTING: 81.82 %correct ; RMSErr=0.38645 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00670 TESTING: 81.82 %correct ; RMSErr=0.37999 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00608 TESTING: 82.64 %correct ; RMSErr=0.37989 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00545 TESTING: 82.64 %correct ; RMSErr=0.36809 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00519 TESTING: 82.64 %correct ; RMSErr=0.36201 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00488 TESTING: 83.47 %correct ; RMSErr=0.35028 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00461 TESTING: 82.64 %correct ; RMSErr=0.35793 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00469 TESTING: 82.64 %correct ; RMSErr=0.35519 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00449 TESTING: 82.64 %correct ; RMSErr=0.35367 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00423 TESTING: 82.64 %correct ; RMSErr=0.35468 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00436 TESTING: 83.47 %correct ; RMSErr=0.35125 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00444 TESTING: 83.47 %correct ; RMSErr=0.35438 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00437 TESTING: 83.47 %correct ; RMSErr=0.35124 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 83.47 %correct ; RMSErr=0.35208 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 83.47 %correct ; RMSErr=0.34959 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00410 TESTING: 83.47 %correct ; RMSErr=0.34943 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 83.47 %correct ; RMSErr=0.34963 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 83.47 %correct ; RMSErr=0.34847 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 83.47 %correct ; RMSErr=0.34982 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00401 TESTING: 83.47 %correct ; RMSErr=0.34897 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00386 TESTING: 83.47 %correct ; RMSErr=0.34870 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00378 TESTING: 83.47 %correct ; RMSErr=0.34840 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00384 TESTING: 83.47 %correct ; RMSErr=0.34617 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 83.47 %correct ; RMSErr=0.34758 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 83.47 %correct ; RMSErr=0.34874 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00385 TESTING: 83.47 %correct ; RMSErr=0.34766 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 83.47 %correct ; RMSErr=0.34801 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00377 TESTING: 83.47 %correct ; RMSErr=0.34822 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00373 TESTING: 83.47 %correct ; RMSErr=0.34747 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00370 TESTING: 83.47 %correct ; RMSErr=0.34720 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 83.47 %correct ; RMSErr=0.34684 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 83.47 %correct ; RMSErr=0.34706 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 15 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 5 RMSErr=0.301056 ********* Epoch: 10 RMSErr=0.297857 ********* Epoch: 15 RMSErr=0.297591 ********** ................................................................. Epoch: 25 RMSErr=0.312037 ******* Epoch: 30 RMSErr=0.327878 **** ................................................................. Epoch: 160 RMSErr=0.346171 * ................................................................. Epoch: 190 RMSErr=0.347468 * Epoch: 195 RMSErr=0.347195 * Epoch: 200 RMSErr=0.346838 * Epoch: 205 RMSErr=0.347062 * ..............................=> Skips at least one reporting period. Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "B5-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 18:40:55 1997 _______________________________________________________________________ ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 18:42:05 1997 Parameters read from file "M1.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49893 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29418 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29028 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.29057 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30698 TESTING: 12.40 %correct ; RMSErr=0.31189 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25317 TESTING: 14.05 %correct ; RMSErr=0.28532 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 70.25 %correct ; RMSErr=0.18082 TESTING: 74.38 %correct ; RMSErr=0.28111 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08834 TESTING: 82.64 %correct ; RMSErr=0.28496 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 97.52 %correct ; RMSErr=0.03050 TESTING: 85.95 %correct ; RMSErr=0.27796 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01368 TESTING: 82.64 %correct ; RMSErr=0.28214 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00759 TESTING: 81.82 %correct ; RMSErr=0.28601 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00714 TESTING: 81.82 %correct ; RMSErr=0.28875 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00633 TESTING: 85.12 %correct ; RMSErr=0.28884 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00580 TESTING: 87.60 %correct ; RMSErr=0.28927 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00600 TESTING: 90.91 %correct ; RMSErr=0.28971 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00509 TESTING: 89.26 %correct ; RMSErr=0.29065 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00474 TESTING: 90.08 %correct ; RMSErr=0.29170 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00472 TESTING: 90.91 %correct ; RMSErr=0.29145 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00473 TESTING: 90.08 %correct ; RMSErr=0.29235 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00454 TESTING: 90.08 %correct ; RMSErr=0.29334 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00429 TESTING: 89.26 %correct ; RMSErr=0.29515 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00443 TESTING: 88.43 %correct ; RMSErr=0.29601 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00430 TESTING: 88.43 %correct ; RMSErr=0.29641 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 88.43 %correct ; RMSErr=0.29694 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 88.43 %correct ; RMSErr=0.29717 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00413 TESTING: 88.43 %correct ; RMSErr=0.29728 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 88.43 %correct ; RMSErr=0.29752 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 88.43 %correct ; RMSErr=0.29795 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 88.43 %correct ; RMSErr=0.29808 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 88.43 %correct ; RMSErr=0.29825 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00399 TESTING: 88.43 %correct ; RMSErr=0.29831 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00393 TESTING: 88.43 %correct ; RMSErr=0.29811 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00383 TESTING: 88.43 %correct ; RMSErr=0.29799 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 88.43 %correct ; RMSErr=0.29825 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00374 TESTING: 88.43 %correct ; RMSErr=0.29813 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 88.43 %correct ; RMSErr=0.29794 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00379 TESTING: 88.43 %correct ; RMSErr=0.29803 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 88.43 %correct ; RMSErr=0.29811 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 88.43 %correct ; RMSErr=0.29786 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 88.43 %correct ; RMSErr=0.29793 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 88.43 %correct ; RMSErr=0.29777 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 88.43 %correct ; RMSErr=0.29774 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 40 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.285322 **** Epoch: 30 RMSErr=0.281108 ******* Epoch: 35 RMSErr=0.284965 **** Epoch: 40 RMSErr=0.277955 ********** Epoch: 45 RMSErr=0.282145 ****** Epoch: 50 RMSErr=0.286009 *** Epoch: 55 RMSErr=0.288747 * Epoch: 60 RMSErr=0.288837 * Epoch: 65 RMSErr=0.289269 * Epoch: 70 RMSErr=0.289712 * Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "M1-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 18:47:40 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 18:47:42 1997 Parameters read from file "M2.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49893 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29425 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29032 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.29060 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30698 TESTING: 12.40 %correct ; RMSErr=0.32085 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25317 TESTING: 26.45 %correct ; RMSErr=0.29648 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 70.25 %correct ; RMSErr=0.18082 TESTING: 70.25 %correct ; RMSErr=0.31422 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08834 TESTING: 81.82 %correct ; RMSErr=0.33570 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 97.52 %correct ; RMSErr=0.03050 TESTING: 80.17 %correct ; RMSErr=0.34796 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01368 TESTING: 80.17 %correct ; RMSErr=0.33215 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00759 TESTING: 80.17 %correct ; RMSErr=0.32558 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00714 TESTING: 85.12 %correct ; RMSErr=0.31771 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00633 TESTING: 85.95 %correct ; RMSErr=0.31804 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00580 TESTING: 82.64 %correct ; RMSErr=0.31488 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00600 TESTING: 79.34 %correct ; RMSErr=0.31392 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00509 TESTING: 85.95 %correct ; RMSErr=0.31153 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00474 TESTING: 89.26 %correct ; RMSErr=0.30995 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00472 TESTING: 89.26 %correct ; RMSErr=0.30930 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00473 TESTING: 88.43 %correct ; RMSErr=0.31050 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00454 TESTING: 89.26 %correct ; RMSErr=0.30943 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00429 TESTING: 88.43 %correct ; RMSErr=0.30895 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00443 TESTING: 88.43 %correct ; RMSErr=0.30913 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00430 TESTING: 89.26 %correct ; RMSErr=0.30918 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 89.26 %correct ; RMSErr=0.30867 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 89.26 %correct ; RMSErr=0.30951 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00413 TESTING: 89.26 %correct ; RMSErr=0.30980 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 89.26 %correct ; RMSErr=0.30984 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 89.26 %correct ; RMSErr=0.30954 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 89.26 %correct ; RMSErr=0.30923 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 89.26 %correct ; RMSErr=0.30963 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00399 TESTING: 89.26 %correct ; RMSErr=0.30935 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00393 TESTING: 89.26 %correct ; RMSErr=0.30954 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00383 TESTING: 89.26 %correct ; RMSErr=0.30965 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 89.26 %correct ; RMSErr=0.30998 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00374 TESTING: 89.26 %correct ; RMSErr=0.30979 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 89.26 %correct ; RMSErr=0.30959 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00379 TESTING: 89.26 %correct ; RMSErr=0.30891 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 89.26 %correct ; RMSErr=0.30913 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 89.26 %correct ; RMSErr=0.30934 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 89.26 %correct ; RMSErr=0.30908 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 89.26 %correct ; RMSErr=0.30914 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 89.26 %correct ; RMSErr=0.30890 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 10 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 5 RMSErr=0.294248 ******** Epoch: 10 RMSErr=0.290324 ********** Epoch: 15 RMSErr=0.290596 ********* ................................................................. Epoch: 25 RMSErr=0.296479 ******* ................................................................. Epoch: 100 RMSErr=0.308951 * ................................................................. Epoch: 115 RMSErr=0.308669 * ................................................................. Epoch: 180 RMSErr=0.308912 * Epoch: 185 RMSErr=0.309129 * ................................................................. Epoch: 195 RMSErr=0.309081 * ................................................................. Epoch: 205 RMSErr=0.308896 * ..............................=> Skips at least one reporting period. Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "M2-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 18:57:32 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 18:57:35 1997 Parameters read from file "MA.net"... TRAINING set patterns: 44 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49884 TESTING: 0.00 %correct ; RMSErr=0.49916 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.97 %, GradDesc on 0.03 % of weights. TRAINING: 8.68 %correct ; RMSErr=0.28961 TESTING: 6.61 %correct ; RMSErr=0.29834 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.97 %, GradDesc on 0.03 % of weights. TRAINING: 8.68 %correct ; RMSErr=0.28936 TESTING: 6.61 %correct ; RMSErr=0.29875 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.97 %, GradDesc on 0.03 % of weights. TRAINING: 14.26 %correct ; RMSErr=0.28875 TESTING: 8.26 %correct ; RMSErr=0.29921 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.97 %, GradDesc on 0.03 % of weights. TRAINING: 28.72 %correct ; RMSErr=0.27388 TESTING: 24.79 %correct ; RMSErr=0.30631 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.97 %, GradDesc on 0.03 % of weights. TRAINING: 60.33 %correct ; RMSErr=0.21415 TESTING: 58.68 %correct ; RMSErr=0.31000 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 75.65 %, GradDesc on 24.35 % of weights. TRAINING: 80.17 %correct ; RMSErr=0.13546 TESTING: 73.55 %correct ; RMSErr=0.33583 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 91.74 %correct ; RMSErr=0.06843 TESTING: 76.03 %correct ; RMSErr=0.36049 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 97.31 %correct ; RMSErr=0.05313 TESTING: 76.86 %correct ; RMSErr=0.39062 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 99.17 %correct ; RMSErr=0.02390 TESTING: 75.21 %correct ; RMSErr=0.39613 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01191 TESTING: 77.69 %correct ; RMSErr=0.39042 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 99.79 %correct ; RMSErr=0.01195 TESTING: 77.69 %correct ; RMSErr=0.40125 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 99.59 %correct ; RMSErr=0.04167 TESTING: 80.99 %correct ; RMSErr=0.39858 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00410 TESTING: 80.17 %correct ; RMSErr=0.39030 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 81.82 %correct ; RMSErr=0.38492 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00319 TESTING: 79.34 %correct ; RMSErr=0.38929 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00314 TESTING: 79.34 %correct ; RMSErr=0.38739 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00267 TESTING: 79.34 %correct ; RMSErr=0.38896 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00257 TESTING: 79.34 %correct ; RMSErr=0.38438 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00241 TESTING: 80.99 %correct ; RMSErr=0.37547 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00238 TESTING: 80.99 %correct ; RMSErr=0.37368 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00230 TESTING: 81.82 %correct ; RMSErr=0.36545 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00213 TESTING: 81.82 %correct ; RMSErr=0.36596 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00216 TESTING: 81.82 %correct ; RMSErr=0.36510 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00211 TESTING: 81.82 %correct ; RMSErr=0.36527 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00209 TESTING: 82.64 %correct ; RMSErr=0.36415 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00203 TESTING: 80.99 %correct ; RMSErr=0.36438 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00206 TESTING: 81.82 %correct ; RMSErr=0.36216 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00201 TESTING: 81.82 %correct ; RMSErr=0.36311 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00197 TESTING: 81.82 %correct ; RMSErr=0.36162 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00194 TESTING: 81.82 %correct ; RMSErr=0.36074 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00191 TESTING: 82.64 %correct ; RMSErr=0.35942 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00192 TESTING: 82.64 %correct ; RMSErr=0.35901 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00189 TESTING: 82.64 %correct ; RMSErr=0.36010 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00192 TESTING: 83.47 %correct ; RMSErr=0.35705 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00189 TESTING: 83.47 %correct ; RMSErr=0.35775 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00186 TESTING: 83.47 %correct ; RMSErr=0.35721 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00182 TESTING: 83.47 %correct ; RMSErr=0.35728 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00176 TESTING: 83.47 %correct ; RMSErr=0.35879 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00176 TESTING: 83.47 %correct ; RMSErr=0.35677 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00175 TESTING: 83.47 %correct ; RMSErr=0.35598 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 65.06 %, GradDesc on 34.94 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00178 TESTING: 83.47 %correct ; RMSErr=0.35484 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 5 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 5 RMSErr=0.298341 ********** Epoch: 10 RMSErr=0.298752 ********* Epoch: 15 RMSErr=0.299213 ********* Epoch: 20 RMSErr=0.306308 ******** Epoch: 25 RMSErr=0.309998 ******** Epoch: 30 RMSErr=0.335827 **** ................................................................. Epoch: 170 RMSErr=0.357050 * ................................................................. Epoch: 195 RMSErr=0.356771 * Epoch: 200 RMSErr=0.355985 * Epoch: 205 RMSErr=0.354836 * ..............................=> Skips at least one reporting period. Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "MA-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 19:05:43 1997 ______________________________________________________________________ ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 17:10:40 1997 Parameters read from file "X1.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49888 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29419 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29028 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.29053 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30698 TESTING: 4.96 %correct ; RMSErr=0.30915 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25317 TESTING: 12.40 %correct ; RMSErr=0.27640 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 70.25 %correct ; RMSErr=0.18082 TESTING: 69.42 %correct ; RMSErr=0.23999 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08834 TESTING: 86.78 %correct ; RMSErr=0.20128 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 97.52 %correct ; RMSErr=0.03050 TESTING: 90.08 %correct ; RMSErr=0.16705 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01368 TESTING: 89.26 %correct ; RMSErr=0.16776 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00759 TESTING: 90.08 %correct ; RMSErr=0.18115 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00714 TESTING: 90.08 %correct ; RMSErr=0.19896 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00633 TESTING: 90.08 %correct ; RMSErr=0.21028 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00580 TESTING: 90.08 %correct ; RMSErr=0.21957 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00600 TESTING: 90.08 %correct ; RMSErr=0.22374 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00509 TESTING: 90.08 %correct ; RMSErr=0.22541 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00474 TESTING: 90.08 %correct ; RMSErr=0.23201 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00472 TESTING: 90.08 %correct ; RMSErr=0.23463 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00473 TESTING: 90.08 %correct ; RMSErr=0.23749 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00454 TESTING: 90.08 %correct ; RMSErr=0.23991 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00429 TESTING: 90.08 %correct ; RMSErr=0.24196 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00443 TESTING: 90.08 %correct ; RMSErr=0.24496 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00430 TESTING: 90.08 %correct ; RMSErr=0.24480 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 90.08 %correct ; RMSErr=0.24560 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 90.08 %correct ; RMSErr=0.24735 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00413 TESTING: 90.08 %correct ; RMSErr=0.24807 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 90.08 %correct ; RMSErr=0.24863 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 90.08 %correct ; RMSErr=0.25011 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 90.08 %correct ; RMSErr=0.25211 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 90.08 %correct ; RMSErr=0.25219 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00399 TESTING: 90.08 %correct ; RMSErr=0.25256 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00393 TESTING: 90.08 %correct ; RMSErr=0.25362 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00383 TESTING: 90.08 %correct ; RMSErr=0.25366 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 90.08 %correct ; RMSErr=0.25359 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00374 TESTING: 90.08 %correct ; RMSErr=0.25457 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 90.08 %correct ; RMSErr=0.25500 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00379 TESTING: 90.08 %correct ; RMSErr=0.25553 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 90.08 %correct ; RMSErr=0.25595 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 90.08 %correct ; RMSErr=0.25601 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 90.08 %correct ; RMSErr=0.25573 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 90.08 %correct ; RMSErr=0.25596 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 90.08 %correct ; RMSErr=0.25609 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 40 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 35 RMSErr=0.201284 ***** Epoch: 40 RMSErr=0.167050 ********** Epoch: 45 RMSErr=0.167760 ********* Epoch: 50 RMSErr=0.181149 ******** Epoch: 55 RMSErr=0.198959 ***** Epoch: 60 RMSErr=0.210284 **** Epoch: 65 RMSErr=0.219570 ** Epoch: 70 RMSErr=0.223744 ** Epoch: 75 RMSErr=0.225413 * Epoch: 80 RMSErr=0.232011 * Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "X1-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 17:13:15 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 17:13:16 1997 Parameters read from file "X2.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49888 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29415 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29024 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.29021 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30698 TESTING: 23.14 %correct ; RMSErr=0.30901 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 37.19 %correct ; RMSErr=0.25317 TESTING: 23.97 %correct ; RMSErr=0.26443 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 70.25 %correct ; RMSErr=0.18082 TESTING: 77.69 %correct ; RMSErr=0.22818 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.08834 TESTING: 88.43 %correct ; RMSErr=0.16438 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 97.52 %correct ; RMSErr=0.03050 TESTING: 94.21 %correct ; RMSErr=0.08056 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01368 TESTING: 95.87 %correct ; RMSErr=0.07442 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00759 TESTING: 96.69 %correct ; RMSErr=0.07823 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00714 TESTING: 95.87 %correct ; RMSErr=0.08094 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00633 TESTING: 95.87 %correct ; RMSErr=0.09132 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00580 TESTING: 95.04 %correct ; RMSErr=0.09236 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00600 TESTING: 95.04 %correct ; RMSErr=0.09144 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00509 TESTING: 95.04 %correct ; RMSErr=0.09169 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00474 TESTING: 95.04 %correct ; RMSErr=0.09316 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00472 TESTING: 95.04 %correct ; RMSErr=0.09402 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00473 TESTING: 95.04 %correct ; RMSErr=0.09564 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00454 TESTING: 95.04 %correct ; RMSErr=0.09664 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00429 TESTING: 95.04 %correct ; RMSErr=0.09655 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00443 TESTING: 94.21 %correct ; RMSErr=0.09734 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00430 TESTING: 95.04 %correct ; RMSErr=0.09786 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00421 TESTING: 95.04 %correct ; RMSErr=0.09884 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00417 TESTING: 94.21 %correct ; RMSErr=0.09908 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00413 TESTING: 94.21 %correct ; RMSErr=0.09954 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00403 TESTING: 94.21 %correct ; RMSErr=0.09927 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 94.21 %correct ; RMSErr=0.10063 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 93.39 %correct ; RMSErr=0.10058 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 94.21 %correct ; RMSErr=0.10114 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00399 TESTING: 94.21 %correct ; RMSErr=0.10074 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00393 TESTING: 93.39 %correct ; RMSErr=0.10092 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00383 TESTING: 92.56 %correct ; RMSErr=0.10037 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 93.39 %correct ; RMSErr=0.10069 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00374 TESTING: 92.56 %correct ; RMSErr=0.10119 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 92.56 %correct ; RMSErr=0.10208 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00379 TESTING: 92.56 %correct ; RMSErr=0.10247 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 91.74 %correct ; RMSErr=0.10282 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 92.56 %correct ; RMSErr=0.10224 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 92.56 %correct ; RMSErr=0.10229 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 92.56 %correct ; RMSErr=0.10277 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 92.56 %correct ; RMSErr=0.10297 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 45 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 40 RMSErr=0.080561 ******* Epoch: 45 RMSErr=0.074421 ********** Epoch: 50 RMSErr=0.078233 ******** Epoch: 55 RMSErr=0.080943 ******* Epoch: 60 RMSErr=0.091318 ** Epoch: 65 RMSErr=0.092356 * Epoch: 70 RMSErr=0.091436 ** Epoch: 75 RMSErr=0.091690 ** Epoch: 80 RMSErr=0.093158 * Epoch: 85 RMSErr=0.094021 * Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "X2-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 17:18:30 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 17:18:32 1997 Parameters read from file "X3.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49888 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29421 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29029 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.29047 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30712 TESTING: 14.88 %correct ; RMSErr=0.31715 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 38.02 %correct ; RMSErr=0.25334 TESTING: 36.36 %correct ; RMSErr=0.28093 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 71.07 %correct ; RMSErr=0.18098 TESTING: 71.90 %correct ; RMSErr=0.27696 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.07823 TESTING: 88.43 %correct ; RMSErr=0.27293 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 99.17 %correct ; RMSErr=0.02079 TESTING: 86.78 %correct ; RMSErr=0.20556 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01262 TESTING: 90.08 %correct ; RMSErr=0.21153 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00855 TESTING: 90.08 %correct ; RMSErr=0.20507 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00662 TESTING: 90.91 %correct ; RMSErr=0.21758 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00627 TESTING: 90.91 %correct ; RMSErr=0.22238 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00749 TESTING: 90.91 %correct ; RMSErr=0.23773 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00568 TESTING: 90.91 %correct ; RMSErr=0.24264 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00546 TESTING: 90.91 %correct ; RMSErr=0.24594 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00490 TESTING: 90.91 %correct ; RMSErr=0.24760 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00500 TESTING: 90.91 %correct ; RMSErr=0.25092 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00481 TESTING: 90.91 %correct ; RMSErr=0.25296 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00465 TESTING: 90.91 %correct ; RMSErr=0.25522 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00453 TESTING: 90.91 %correct ; RMSErr=0.25658 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00436 TESTING: 90.91 %correct ; RMSErr=0.25419 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00440 TESTING: 90.91 %correct ; RMSErr=0.25466 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00427 TESTING: 90.91 %correct ; RMSErr=0.25667 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00419 TESTING: 90.91 %correct ; RMSErr=0.25714 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00420 TESTING: 90.91 %correct ; RMSErr=0.25817 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00407 TESTING: 90.91 %correct ; RMSErr=0.25862 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00414 TESTING: 90.91 %correct ; RMSErr=0.25965 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00412 TESTING: 90.91 %correct ; RMSErr=0.25991 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00419 TESTING: 90.91 %correct ; RMSErr=0.26102 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00407 TESTING: 90.91 %correct ; RMSErr=0.26101 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00395 TESTING: 90.91 %correct ; RMSErr=0.26168 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00394 TESTING: 90.91 %correct ; RMSErr=0.26130 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00394 TESTING: 90.91 %correct ; RMSErr=0.26199 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00391 TESTING: 90.91 %correct ; RMSErr=0.26189 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00386 TESTING: 90.91 %correct ; RMSErr=0.26146 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00382 TESTING: 90.91 %correct ; RMSErr=0.26214 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 90.91 %correct ; RMSErr=0.26191 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00385 TESTING: 90.91 %correct ; RMSErr=0.26315 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00377 TESTING: 90.91 %correct ; RMSErr=0.26302 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 90.91 %correct ; RMSErr=0.26376 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 90.91 %correct ; RMSErr=0.26384 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 50 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 40 RMSErr=0.205555 ********* Epoch: 45 RMSErr=0.211533 ******** Epoch: 50 RMSErr=0.205071 ********** Epoch: 55 RMSErr=0.217583 ******* Epoch: 60 RMSErr=0.222377 ****** Epoch: 65 RMSErr=0.237731 *** Epoch: 70 RMSErr=0.242644 ** Epoch: 75 RMSErr=0.245944 * Epoch: 80 RMSErr=0.247600 * Epoch: 85 RMSErr=0.250924 * Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "X3-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 17:23:44 1997 ######################### Welcome to NevProp ######################### NevProp started on Sun Jun 1 17:24:26 1997 Parameters read from file "X4.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=61972; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49890 TESTING: 0.00 %correct ; RMSErr=0.49704 *--------------------------------------------------------------------* Epoch 5: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29411 TESTING: 0.00 %correct ; RMSErr=0.29462 *--------------------------------------------------------------------* Epoch 10: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.29017 TESTING: 0.00 %correct ; RMSErr=0.29091 *--------------------------------------------------------------------* Epoch 15: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 0.00 %correct ; RMSErr=0.28969 TESTING: 0.00 %correct ; RMSErr=0.29072 *--------------------------------------------------------------------* Epoch 20: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 26.45 %correct ; RMSErr=0.30712 TESTING: 39.67 %correct ; RMSErr=0.33284 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.92 %, GradDesc on 0.08 % of weights. TRAINING: 38.02 %correct ; RMSErr=0.25334 TESTING: 54.55 %correct ; RMSErr=0.28210 *--------------------------------------------------------------------* Epoch 30: Did QuickProp on 43.32 %, GradDesc on 56.68 % of weights. TRAINING: 71.07 %correct ; RMSErr=0.18098 TESTING: 71.07 %correct ; RMSErr=0.27851 *--------------------------------------------------------------------* Epoch 35: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 89.26 %correct ; RMSErr=0.07823 TESTING: 80.99 %correct ; RMSErr=0.28202 *--------------------------------------------------------------------* Epoch 40: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 99.17 %correct ; RMSErr=0.02079 TESTING: 83.47 %correct ; RMSErr=0.28086 *--------------------------------------------------------------------* Epoch 45: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01262 TESTING: 89.26 %correct ; RMSErr=0.21059 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00855 TESTING: 84.30 %correct ; RMSErr=0.20288 *--------------------------------------------------------------------* Epoch 55: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00662 TESTING: 90.91 %correct ; RMSErr=0.20086 *--------------------------------------------------------------------* Epoch 60: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00627 TESTING: 90.91 %correct ; RMSErr=0.18488 *--------------------------------------------------------------------* Epoch 65: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00749 TESTING: 90.08 %correct ; RMSErr=0.19122 *--------------------------------------------------------------------* Epoch 70: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00568 TESTING: 90.08 %correct ; RMSErr=0.19575 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00546 TESTING: 90.08 %correct ; RMSErr=0.19809 *--------------------------------------------------------------------* Epoch 80: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00490 TESTING: 90.08 %correct ; RMSErr=0.20160 *--------------------------------------------------------------------* Epoch 85: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00500 TESTING: 90.08 %correct ; RMSErr=0.21024 *--------------------------------------------------------------------* Epoch 90: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00481 TESTING: 90.08 %correct ; RMSErr=0.20986 *--------------------------------------------------------------------* Epoch 95: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00465 TESTING: 90.08 %correct ; RMSErr=0.21431 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00453 TESTING: 90.08 %correct ; RMSErr=0.21271 *--------------------------------------------------------------------* Epoch 105: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00436 TESTING: 90.08 %correct ; RMSErr=0.20741 *--------------------------------------------------------------------* Epoch 110: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00440 TESTING: 90.08 %correct ; RMSErr=0.20726 *--------------------------------------------------------------------* Epoch 115: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00427 TESTING: 90.08 %correct ; RMSErr=0.20750 *--------------------------------------------------------------------* Epoch 120: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00419 TESTING: 90.08 %correct ; RMSErr=0.20744 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00420 TESTING: 90.08 %correct ; RMSErr=0.20815 *--------------------------------------------------------------------* Epoch 130: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00407 TESTING: 90.08 %correct ; RMSErr=0.20674 *--------------------------------------------------------------------* Epoch 135: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00414 TESTING: 90.08 %correct ; RMSErr=0.20525 *--------------------------------------------------------------------* Epoch 140: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00412 TESTING: 90.08 %correct ; RMSErr=0.20493 *--------------------------------------------------------------------* Epoch 145: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00419 TESTING: 90.08 %correct ; RMSErr=0.20435 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00407 TESTING: 90.08 %correct ; RMSErr=0.20513 *--------------------------------------------------------------------* Epoch 155: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00395 TESTING: 90.08 %correct ; RMSErr=0.20483 *--------------------------------------------------------------------* Epoch 160: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00394 TESTING: 90.08 %correct ; RMSErr=0.20510 *--------------------------------------------------------------------* Epoch 165: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00394 TESTING: 90.08 %correct ; RMSErr=0.20705 *--------------------------------------------------------------------* Epoch 170: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00391 TESTING: 90.08 %correct ; RMSErr=0.20637 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00386 TESTING: 90.08 %correct ; RMSErr=0.20595 *--------------------------------------------------------------------* Epoch 180: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00382 TESTING: 90.08 %correct ; RMSErr=0.20625 *--------------------------------------------------------------------* Epoch 185: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 90.08 %correct ; RMSErr=0.20561 *--------------------------------------------------------------------* Epoch 190: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00385 TESTING: 90.08 %correct ; RMSErr=0.20566 *--------------------------------------------------------------------* Epoch 195: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00377 TESTING: 90.08 %correct ; RMSErr=0.20598 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 90.08 %correct ; RMSErr=0.20641 *--------------------------------------------------------------------* Epoch 205: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00371 TESTING: 90.08 %correct ; RMSErr=0.20662 OOO-AHHH! STOPPED TRAINING: Epoch 205 is at least 2 X BestEpoch 60 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=61972) RELATIVE (1-RMSErr) LOW-----HI Epoch: 50 RMSErr=0.202885 * Epoch: 55 RMSErr=0.200864 ** Epoch: 60 RMSErr=0.184875 ********** Epoch: 65 RMSErr=0.191224 ******* Epoch: 70 RMSErr=0.195755 ***** Epoch: 75 RMSErr=0.198088 **** Epoch: 80 RMSErr=0.201600 ** ................................................................. Epoch: 140 RMSErr=0.204929 * Epoch: 145 RMSErr=0.204348 * ................................................................. Epoch: 155 RMSErr=0.204830 * ..............................=> Skips at least one reporting period. Training halted after Epoch 205. *--------------------------------------------------------------------* ... Predictions saved to "X4-400-120-11.prd" ********************************************************************** NevProp completed on Sun Jun 1 17:27:17 1997 |HHHV,(hh hd'01F ࡱ; vtqu]c      !"#$%&'()*+,-./01234789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcIuv  LM{(N@&l S: g ! N { -  5 b  I  0 w ^E,rY@m'T;h-"O 6}dL4{cKx3`Hu0]-E - t !\!!!!D"""",#s###$[$$$$C%p%%%+&X&&&'@'m'''((U((()=)-=))))%*l*** +T++++<,,,,$-k--- .S....;/h///#0P0}00 181e111 2M222353|3-|3334d4445L555546{6667c7778K8x88839`999:H:u::;0;];;;<E<<<=-=t==-==>\>>>>D????,@s@@@A[AAAACBpBBB+CXCCCD@DmDDD(EUEEEF=FFFF%GlGGG-G HTHHHHk!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-k&S;h#P 8 gO7~fN{6c!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-Kx3`H0w_G/v^Fs.[!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-Cp+X@(oW?'nV>k&S!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-;h#P 8 gO7~fN{6c K x   3 !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-3 `    H    0 w    _   G/v^Fs.[Cp+X!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-X@(oW?'nV>k&S;h#P!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!- 8 g   !O!!!!7"~"""#f###$N${$$$6%c%%%&K&x&&'3'`'''(H(((!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-()0)w)))*_***+G++++/,v,,,-^----F.s..../[///0C0p000+1X1112@2222!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-2(3o3334W4444?5555'6n6667V7777>8k888&9S999:;:h:::#;P;;; <8<<<< =!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!- =g===>O>>>>7?~???@f@@@ANA{AAA6BcBBBCKCxCCD3D`DDDEHEEEF0FwFFFG_G!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-_GGGHGHHHH/IvIIIJ^JJJJFKsKKKKK'LLLLLMM(MJMMMMNTNvNNNN$OFOOOOO!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-OPbPPPPQ Q QQQ}Q~QQQQQQRRTRURRRRS0SVSSSSTHTTTT.UtUUUV[VVVVBWoW!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-oWWW)XVXXXY=YjYYY$ZQZZZ [8[[[[\f\\\]M]]]]4^z^^^_a___`H`u```/a\aa!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-aabCbpbbb*cWcccd>dddd%eleee fTffff$k R9 fMz4aHu!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-/\C*qX?&l S:g!N{5b!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-J2yaI1x`Hu0]Er-ZB!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-B*qYA)pX@m(U=j% R    :  !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-   " i    Q    9    !h P}8e Mz5bJ2y!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-aI1x`Hu0]Er-ZB*q!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-YA    )!p!!!"X""""@#m###($U$$$%=%j%%%%&R&&& ':''''"(i((( )!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!- )Q))))9****!+h+++ ,P,},,,8-e--- .M.z../5/b///0J000121y1112a2223I3!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-I333314x4445`5556H6u66607]7778E8r889-9Z999:B::::*;q;;;<Y<<<<A==!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-===)>p>>>?X????@@m@@@(AUAAAB=BjBBB%CRCCC D:DDDD"EiEEE FQFFFF9GGG!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-GG!HhHHH IPI}III8JeJJJ KMKzKKL5LbLLLMJMMMN2NyNNNOaOOOPIPPPP1QxQQQ!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-QR`RRRSHSuSSS0T]TTTUEUrUUV-VZVVVWBWWWW*XqXXXYYYYYYAZZZZ)[p[[[\!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-\X\\\\@]m]]](^U^^^_=_j___%`R``` a:aaaa"bibbb cQcccc9dddd!eheee fPf!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-Pf}fff8geggg hMhzhhi5ibiiijJjjjk2kykkkllblclllmAmmmmm n/nqnnno)oko!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-SummaryInformation(@Microsoft Word 6.0.12ࡱ; vtkoooo7pZppppq&qmqqqqrrr\rrrrrrrrss_s`sssst;tatttt uSuuuu9vv!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-vvv wfwwwxMxzxxx4yayyyzHzuzz{/{\{{{|C||||*}q}}}~X~~~~?&l!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-ƀ S:gۂ!N{ƒ5bIօ0w_ӇG/vЉ^!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-Fs.[όCp+X@Ώ(oWˑ?'nȓV!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!->kߕ&Sǖ;h#Pޘ 8ƙ !efNʛ˛Jٜ=Ý!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-ÝNo.\@A[uvP̡9Cp)Vʣ=j!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-$Qޥ 8Ŧf٧M4zԩaHu/\ЬCp*W!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!->˯%l߰ SƱ:ڲ!gO|7dصLy4aI׸1!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-1x`ԺH0wѼ_Gt/\пDq,YA)p!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-pX@(oW>?}[\ Df5ef!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-f$PQwx'(V)pz`Gt.[Bo)!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-)V=$k R9 fMz4aHu/\C!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-C*qX?'nV>k&S;h#P 8!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!- gO7~fN{6cKx3`H0w!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-_G-.uvTS{!C -o@pq!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-/[\23a4{&k R9f Mz4a!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-H/v]D+qX?l& S    : g   ! N   !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-  5 |    c   J2yaIv1^Fs.[C!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-+rZB*qYAn)V>k&S;# !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-# j    !R!!!!!7"8""""" #^#####$E$n$$$$9%[%}%%%%&N&~&&&&;'<'='>'''!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-''''' ((E(F((((()C)d))))*5*|***+b+++,I,,,,0-v---.]....D/q///!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-/+0X0001?1l111&2S222 3:3333!4h4445O555566|6667c7778J8w88819^999:!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-:E:r:::,;Y;;;<A<<<<)=p===>X>>>>@????(@o@@@AWAAAA?BlBBB'CTCCCD[[[[%\k\\\ ]R]]]]9^!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-9^f^^^ _M_z__`4`a```aHaaab/bvbbbc]ccccDdddd+eqeeefXffff?glggg'hTh!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-Thhhik&S;ɣ#jޤ Rƥ:ۦ"içħ PQ/mn!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-;_ƪ Qɫ@lmȬɬCDrԭEî7|֯c!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-Jw1^ҲEr,Y@͵'nUȷ<ܸ#iù P}!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-7dػKx2_FӾ-t[C+rZBo!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-*W?l'T<$k S;#j R:g"!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-"O| 7dL4{cIJ2pGm;}!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-N~!!!!!!!!! K@Normala c"A@"Default Paragraph FontP                              ! " # $ % & ' ( ) * + , - . / 0 1 2 3 4 5 6 7 8 9 : ; < = > ? @ A B C D E F G H I J K L M N O P $2C?MLYfs݀,1`i-^h6"@/~<'ItRp_ly;EO@ J-:GTamx>@v!*7DPZgt~Ur2SG-G-G-G-G- G # G - GBG-G-G-G-G-%-G-G-G -!G"-#G$-%B&-'G(-)G*-+G,--G.-/G01-2G3-4,5F6-7G8&9F:-;><G=->G?)@-AFB-CD-EGF-GH-IGJ-KFL-MGN&Oq =)|3=GRD\fpz ШFk3 X(2 =_GOoWakv(M˞TB  )I3=GQ\PfkovÝ1pf)C # '/:?@ABCDEFGHIJKLMNOPQRSTJennifer Mitchell/Macintosh HD:Temporary Items:Word Work File A 1Jennifer Mitchell3Macintosh HD:Desktop Folder:resX:ResX - All in WordJennifer Mitchell3Macintosh HD:Desktop Folder:resX:ResX - All in Word@5JMTimes New Roman Symbol MArial MMonaco MTimes"1hz j $6Jennifer MitchellJennifer Mitchellࡱ;