ࡱ; LM  !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKNOPQRSTUVWXYZ[\]^_`abR FJ nCompObj\WordDocument>ObjectPool n n  FMicrosoft Word 6.0 DocumentNB6WWord.Document.6;  Oh+'0  ) 5AI Q]z CMacintosh HD:Applications:Microsoft Office:Microsoft Word 6:NormalJennifer MitchellJennifer Mitchell'@v@mn@nܥhO e>lllllllvvvvvv pvs=KMMMMMM&X6slHIsllllK\ܶllllK[ ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 16:54:19 1997 Parameters read from file "Lset1.net"... TRAINING set patterns: 33 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865029259; 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=0.50286 TESTING: 0.00 %correct ; RMSErr=0.50284 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 26.72 %correct ; RMSErr=0.26704 TESTING: 16.53 %correct ; RMSErr=0.28914 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 98.35 %correct ; RMSErr=0.02532 TESTING: 88.43 %correct ; RMSErr=0.17476 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00544 TESTING: 90.91 %correct ; RMSErr=0.17133 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00521 TESTING: 90.91 %correct ; RMSErr=0.16606 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 99.72 %correct ; RMSErr=0.00973 TESTING: 90.91 %correct ; RMSErr=0.16963 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00399 TESTING: 91.74 %correct ; RMSErr=0.17286 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 90.91 %correct ; RMSErr=0.17556 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00332 TESTING: 90.91 %correct ; RMSErr=0.18144 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00310 TESTING: 90.91 %correct ; RMSErr=0.18652 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 100 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865029259) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.289145 * Epoch: 50 RMSErr=0.174758 ********* Epoch: 75 RMSErr=0.171335 ********* Epoch: 100 RMSErr=0.166060 ********** Epoch: 125 RMSErr=0.169631 ********* Epoch: 150 RMSErr=0.172860 ********* Epoch: 175 RMSErr=0.175565 ********* Epoch: 200 RMSErr=0.181440 ******** Epoch: 225 RMSErr=0.186522 ******** Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset1-400-120-11.prd" ... Weights saved to "Lset1-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 17:07:42 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 17:48:26 1997 Parameters read from file "Lset1.net"... TRAINING set patterns: 33 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865032506; 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=0.49844 TESTING: 0.00 %correct ; RMSErr=0.49845 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 23.97 %correct ; RMSErr=0.27100 TESTING: 17.36 %correct ; RMSErr=0.28778 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 96.42 %correct ; RMSErr=0.03642 TESTING: 88.43 %correct ; RMSErr=0.18971 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00638 TESTING: 89.26 %correct ; RMSErr=0.19712 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00466 TESTING: 90.08 %correct ; RMSErr=0.19660 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00413 TESTING: 90.08 %correct ; RMSErr=0.19660 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00361 TESTING: 90.08 %correct ; RMSErr=0.19324 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00338 TESTING: 90.08 %correct ; RMSErr=0.19214 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 90.08 %correct ; RMSErr=0.19419 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00323 TESTING: 90.08 %correct ; RMSErr=0.19429 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 50 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865032506) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.287778 * Epoch: 50 RMSErr=0.189714 ********** Epoch: 75 RMSErr=0.197117 ********* Epoch: 100 RMSErr=0.196602 ********* Epoch: 125 RMSErr=0.196598 ********* Epoch: 150 RMSErr=0.193240 ********* Epoch: 175 RMSErr=0.192136 ********* Epoch: 200 RMSErr=0.194193 ********* Epoch: 225 RMSErr=0.194294 ********* Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions overwritten on existing "Lset1-400-120-11.prd" ********************************************************************** NevProp completed on Fri May 30 17:57:53 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 17:57:57 1997 Parameters read from file "Lset2.net"... TRAINING set patterns: 33 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865033077; 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=0.50002 TESTING: 0.00 %correct ; RMSErr=0.50063 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 27.55 %correct ; RMSErr=0.26636 TESTING: 15.70 %correct ; RMSErr=0.28492 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 98.90 %correct ; RMSErr=0.02356 TESTING: 95.87 %correct ; RMSErr=0.09521 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00667 TESTING: 99.17 %correct ; RMSErr=0.09111 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00462 TESTING: 99.17 %correct ; RMSErr=0.09113 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00388 TESTING: 98.35 %correct ; RMSErr=0.09125 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 98.35 %correct ; RMSErr=0.09152 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00336 TESTING: 98.35 %correct ; RMSErr=0.09250 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00320 TESTING: 98.35 %correct ; RMSErr=0.09185 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00321 TESTING: 98.35 %correct ; RMSErr=0.09255 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 75 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865033077) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.284919 * Epoch: 50 RMSErr=0.095205 ********* Epoch: 75 RMSErr=0.091114 ********** Epoch: 100 RMSErr=0.091131 ********* Epoch: 125 RMSErr=0.091254 ********* Epoch: 150 RMSErr=0.091517 ********* Epoch: 175 RMSErr=0.092502 ********* Epoch: 200 RMSErr=0.091854 ********* Epoch: 225 RMSErr=0.092549 ********* Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset2-400-120-11.prd" ... Weights saved to "Lset2-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 18:06:35 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 18:06:38 1997 Parameters read from file "Lset3.net"... TRAINING set patterns: 33 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865033598; 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=0.49747 TESTING: 0.00 %correct ; RMSErr=0.49726 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 22.04 %correct ; RMSErr=0.27003 TESTING: 8.26 %correct ; RMSErr=0.28988 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 98.62 %correct ; RMSErr=0.03391 TESTING: 91.74 %correct ; RMSErr=0.13631 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00559 TESTING: 94.21 %correct ; RMSErr=0.12568 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00427 TESTING: 94.21 %correct ; RMSErr=0.13477 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00348 TESTING: 93.39 %correct ; RMSErr=0.14380 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00357 TESTING: 92.56 %correct ; RMSErr=0.14678 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00319 TESTING: 93.39 %correct ; RMSErr=0.14714 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 93.39 %correct ; RMSErr=0.15699 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00319 TESTING: 93.39 %correct ; RMSErr=0.16005 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 75 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865033598) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.289880 * Epoch: 50 RMSErr=0.136314 ********* Epoch: 75 RMSErr=0.125682 ********** Epoch: 100 RMSErr=0.134772 ********* Epoch: 125 RMSErr=0.143800 ********* Epoch: 150 RMSErr=0.146779 ******** Epoch: 175 RMSErr=0.147143 ******** Epoch: 200 RMSErr=0.156988 ******** Epoch: 225 RMSErr=0.160054 ******** Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset3-400-120-11.prd" ... Weights saved to "Lset3-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 18:14:14 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 18:14:20 1997 Parameters read from file "Lset4.net"... TRAINING set patterns: 33 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865034060; 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=0.49725 TESTING: 5.79 %correct ; RMSErr=0.48371 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 17.91 %correct ; RMSErr=0.26790 TESTING: 10.74 %correct ; RMSErr=0.29379 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 97.52 %correct ; RMSErr=0.03143 TESTING: 80.17 %correct ; RMSErr=0.25904 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00515 TESTING: 84.30 %correct ; RMSErr=0.25778 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00341 TESTING: 81.82 %correct ; RMSErr=0.26790 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 82.64 %correct ; RMSErr=0.27751 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 82.64 %correct ; RMSErr=0.27700 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00312 TESTING: 82.64 %correct ; RMSErr=0.28817 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00313 TESTING: 82.64 %correct ; RMSErr=0.29362 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00300 TESTING: 81.82 %correct ; RMSErr=0.29482 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 75 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865034060) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.293793 * Epoch: 50 RMSErr=0.259038 ********* Epoch: 75 RMSErr=0.257780 ********** Epoch: 100 RMSErr=0.267901 ******* Epoch: 125 RMSErr=0.277515 ***** Epoch: 150 RMSErr=0.276998 ***** Epoch: 175 RMSErr=0.288175 ** Epoch: 200 RMSErr=0.293620 * Epoch: 225 RMSErr=0.294822 * Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset4-400-120-11.prd" ... Weights saved to "Lset4-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 18:23:16 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 18:23:24 1997 Parameters read from file "Lset5.net"... TRAINING set patterns: 44 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865034604; 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=0.50032 TESTING: 0.00 %correct ; RMSErr=0.50028 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 39.26 %correct ; RMSErr=0.26330 TESTING: 28.10 %correct ; RMSErr=0.27127 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 98.97 %correct ; RMSErr=0.01806 TESTING: 98.35 %correct ; RMSErr=0.08117 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 99.17 %correct ; RMSErr=0.08857 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00311 TESTING: 99.17 %correct ; RMSErr=0.08827 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00294 TESTING: 99.17 %correct ; RMSErr=0.08896 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00277 TESTING: 99.17 %correct ; RMSErr=0.08962 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00256 TESTING: 99.17 %correct ; RMSErr=0.08979 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00267 TESTING: 99.17 %correct ; RMSErr=0.09010 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00256 TESTING: 99.17 %correct ; RMSErr=0.09036 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 50 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865034604) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.271270 * Epoch: 50 RMSErr=0.081174 ********** Epoch: 75 RMSErr=0.088566 ********* Epoch: 100 RMSErr=0.088271 ********* Epoch: 125 RMSErr=0.088956 ********* Epoch: 150 RMSErr=0.089624 ********* Epoch: 175 RMSErr=0.089794 ********* Epoch: 200 RMSErr=0.090099 ********* Epoch: 225 RMSErr=0.090356 ********* Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset5-400-120-11.prd" ... Weights saved to "Lset5-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 18:32:51 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 18:32:54 1997 Parameters read from file "Lset6.net"... TRAINING set patterns: 44 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865035174; 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=0.49906 TESTING: 0.00 %correct ; RMSErr=0.49908 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 36.16 %correct ; RMSErr=0.25581 TESTING: 23.97 %correct ; RMSErr=0.28599 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 99.79 %correct ; RMSErr=0.01368 TESTING: 91.74 %correct ; RMSErr=0.18491 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00362 TESTING: 90.91 %correct ; RMSErr=0.18377 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00292 TESTING: 90.91 %correct ; RMSErr=0.18963 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00302 TESTING: 90.91 %correct ; RMSErr=0.19757 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00274 TESTING: 90.91 %correct ; RMSErr=0.19522 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00275 TESTING: 90.91 %correct ; RMSErr=0.19716 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00263 TESTING: 90.91 %correct ; RMSErr=0.19754 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00256 TESTING: 90.91 %correct ; RMSErr=0.20021 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 75 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865035174) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.285995 * Epoch: 50 RMSErr=0.184910 ********* Epoch: 75 RMSErr=0.183771 ********** Epoch: 100 RMSErr=0.189625 ********* Epoch: 125 RMSErr=0.197568 ******** Epoch: 150 RMSErr=0.195220 ******** Epoch: 175 RMSErr=0.197162 ******** Epoch: 200 RMSErr=0.197536 ******** Epoch: 225 RMSErr=0.200213 ******** Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset6-400-120-11.prd" ... Weights saved to "Lset6-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 18:44:22 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 18:44:24 1997 Parameters read from file "Lset7.net"... TRAINING set patterns: 44 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865035864; 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=0.50206 TESTING: 0.00 %correct ; RMSErr=0.50204 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 53.72 %correct ; RMSErr=0.23530 TESTING: 34.71 %correct ; RMSErr=0.27155 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 98.35 %correct ; RMSErr=0.02998 TESTING: 88.43 %correct ; RMSErr=0.20574 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00422 TESTING: 90.91 %correct ; RMSErr=0.17102 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00569 TESTING: 88.43 %correct ; RMSErr=0.17061 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00308 TESTING: 88.43 %correct ; RMSErr=0.17931 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00279 TESTING: 90.08 %correct ; RMSErr=0.17808 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00264 TESTING: 92.56 %correct ; RMSErr=0.17496 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00259 TESTING: 92.56 %correct ; RMSErr=0.17720 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00256 TESTING: 93.39 %correct ; RMSErr=0.18128 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 100 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865035864) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.271546 * Epoch: 50 RMSErr=0.205745 ****** Epoch: 75 RMSErr=0.171016 ********* Epoch: 100 RMSErr=0.170609 ********** Epoch: 125 RMSErr=0.179310 ********* Epoch: 150 RMSErr=0.178079 ********* Epoch: 175 RMSErr=0.174960 ********* Epoch: 200 RMSErr=0.177197 ********* Epoch: 225 RMSErr=0.181276 ********* Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset7-400-120-11.prd" ... Weights saved to "Lset7-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 18:54:25 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 18:54:28 1997 Parameters read from file "Lset8.net"... TRAINING set patterns: 44 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865036468; 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=0.50015 TESTING: 0.00 %correct ; RMSErr=0.48049 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 36.16 %correct ; RMSErr=0.25537 TESTING: 20.66 %correct ; RMSErr=0.29348 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 99.38 %correct ; RMSErr=0.01887 TESTING: 74.38 %correct ; RMSErr=0.31837 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00486 TESTING: 75.21 %correct ; RMSErr=0.34751 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00364 TESTING: 74.38 %correct ; RMSErr=0.33511 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00292 TESTING: 73.55 %correct ; RMSErr=0.33235 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00281 TESTING: 75.21 %correct ; RMSErr=0.32481 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00264 TESTING: 74.38 %correct ; RMSErr=0.32393 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00250 TESTING: 74.38 %correct ; RMSErr=0.32019 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00257 TESTING: 74.38 %correct ; RMSErr=0.32229 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 25 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865036468) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.293481 ********** Epoch: 50 RMSErr=0.318371 ***** Epoch: 75 RMSErr=0.347508 * Epoch: 100 RMSErr=0.335107 *** Epoch: 125 RMSErr=0.332354 *** Epoch: 150 RMSErr=0.324813 **** Epoch: 175 RMSErr=0.323928 **** Epoch: 200 RMSErr=0.320194 ***** Epoch: 225 RMSErr=0.322293 ***** Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "Lset8-400-120-11.prd" ... Weights saved to "Lset8-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 19:05:57 1997 ________________________________________________________________________ |HHHV,(hh hd'01F ࡱ; SummaryInformation(@Microsoft Word 6.0.12ࡱ; 'uIuv  ST/UG.t[C p + X !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-  @ m ( U  = %&klX!KvFGhY!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-&'A[\ :k#-ZAn(U<$k S!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-;#j R9:xZ[}& P z 7!x!y!!!!!!8"d"!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-d"e""""""""B#C#q####$D$$$$$6%|%%%&c&&&'J'w'''2(_((()G)t))*/*\**!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-**+D++++,,s,,,--Y-Z---- .F...../:/d//// 06070X00001I1w1x1y1z1111!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-12222L2M222222+3\333344K4x44525_5556F6667-7t7778\8888D9999,:s:!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-s:::;[;;;;C<p<<<<<*=+=i=== >K>L>n>>>>?@?i?????$@W@X@@@@@@@FArAsAA!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-AAAAA B BPBQBBBB C,CRCCCCCDDDDD+EqEEEFXFFFF@GmGGG(HUHHHI=IjIII%J!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-%JRJJJ K:KKKK"L#LgLhLLLLMTMMMMMNHNpNNNNO#O$OEOOOOO6PdPePfPgPPPPQQ!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-QQ9Q:QqQrQQQQRIRsRRRS S8SeSSSTLTTTU3UzUUUVaVVVWIWWWW1XxXXXY`YYY!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-YZHZuZZZ0[][[[[[\\V\\\\8]9][]]]]^.^X^^^^^_H_I_x______7`c`d````!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-`````AaBapaaaabCbbbbb5c{cccdbdddeIeveee1f^fffgFgsggh.h[hhhiCii!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-iii+jrjjjkkXkYkkkklElllllm9mcmmmmn0n1nRnnnnnCoqorosotoooopp,pFp!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-FpGp~ppppp%qVqqqqrrErrrrr,sYssst@tttt'unuuuvVvvvv>wwww&xmxxxyUy!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-Uyyyy=zjzzzzz%{&{d{{{|F|G|i||||}9}c}}}}} ~S~T~~~~~~~Bno!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-LM{݀(Ń@'mǃT<i݅$Q~ņ 9f!N܈ !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!- 6}ĉcdP̋͋@dҌ@1_`!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!%K@Normala c"A@"Default Paragraph Font             %.p9@KT]Xh,pz -G*G)-G"-   - ! -'H d"*1s:A%JQY`iFpUy IJKLMNOPQRSTUVWXYZ[Jennifer MitchellFMacintosh HD:Desktop Folder:JimFiles:results:Lset...results all in one@5=MTimes New Roman Symbol MArial MTimes"1h  $6Jennifer MitchellJennifer Mitchellࡱ;