NNInput NNInputs_140.root Options for steering Constraint : lep1_E<400&&lep2_E<400&& HiLoSbString : SB SbString : Target WeightString : TrainWeight EqualizeSB : 0 EvaluateVariables : 0 SetNBProcessingDefault : 1 UseNeuroBayes : 1 WeightEvents : 1 NBTreePrepEvPrint : 1 NBTreePrepReportInterval : 10000 NB_Iter : 250 NBZero999Tol : 0.001 **** List Parameters **** Method:H6AONN5MEMLP:MLP : !V:NCycles=250:HiddenLayers=N+1,N Value for FileString Not found Value for RandString Not found Value for DilTypeString Not found Determine File Parameters : Info: No file info in tree NNAna::CopyTree: entries= 186813 file= 0 options= lep1_E<400&&lep2_E<400&& SBRatio= 0 wt= 1 SorB = 2 NNAna::CopyTree: SigChoice: lep1_E<400&&lep2_E<400&&Target==1 BkgChoice: lep1_E<400&&lep2_E<400&&Target==0 Creating Signal tree for file: 0 weight: 1 SBRatio = 0 Using copy string: lep1_E<400&&lep2_E<400&&Target==1 Creating Background tree for file: 0 weight: 1 SBRatio = 0 Using copy string: lep1_E<400&&lep2_E<400&&Target==0 NNAna::CopyTree: nsig = 47013 nbkg = 139800 Bkg Entries: 139800 Sig Entries: 47013 Chosen entries: 47013 Signal fraction: 1 Background fraction: 0.336288 Signal Tree Copy Condition: Background Tree Copy Condition: Actual Background Entries: 139800 Actual Signal Entries: 47013 Entries to split: 47013 Test with : 23506 Train with : 23506 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 14 Your number of nodes in the hidden layer is: 15 Your number of nodes in the output layer is: 1 You want to do classification You want to use the global preprocessing flag 812 You want to use standard regularisation You use entropy as a loss function You want to use the BFGS algorithm You do not want to fix the shape You use 50 % of patterns for training Weight update after 200 events You want to speed up learning by a factor of 1. You want to limit the learning rate to 0.5 You want to run 250 iterations NeuroBayesTeacher::NB_DEF_DEBUG : setting debug level to 0 You are not allowed to change the debug flag. This is only permitted with a developers licence. NBTreeReportInterval = 10000 NBTreePrepEvPrint = 1 Start Set Inidividual Variable Preprocessing Not touching individual preprocessing for Ht ( 0 ) in Neurobayes Not touching individual preprocessing for LepAPt ( 1 ) in Neurobayes Not touching individual preprocessing for LepBPt ( 2 ) in Neurobayes Not touching individual preprocessing for MetSigLeptonsJets ( 3 ) in Neurobayes Not touching individual preprocessing for MetSpec ( 4 ) in Neurobayes Not touching individual preprocessing for SumEtLeptonsJets ( 5 ) in Neurobayes Not touching individual preprocessing for VSumJetLeptonsPt ( 6 ) in Neurobayes Not touching individual preprocessing for addEt ( 7 ) in Neurobayes Not touching individual preprocessing for dPhiLepSumMet ( 8 ) in Neurobayes Not touching individual preprocessing for dPhiLeptons ( 9 ) in Neurobayes Not touching individual preprocessing for dRLeptons ( 10 ) in Neurobayes Not touching individual preprocessing for lep1_E ( 11 ) in Neurobayes Not touching individual preprocessing for lep2_E ( 12 ) in Neurobayes End Set Inidividual Variable Preprocessing Adding variable Ht To Neurobayes Adding variable LepAPt To Neurobayes Adding variable LepBPt To Neurobayes Adding variable MetSigLeptonsJets To Neurobayes Adding variable MetSpec To Neurobayes Adding variable SumEtLeptonsJets To Neurobayes Adding variable VSumJetLeptonsPt To Neurobayes Adding variable addEt To Neurobayes Adding variable dPhiLepSumMet To Neurobayes Adding variable dPhiLeptons To Neurobayes Adding variable dRLeptons To Neurobayes Adding variable lep1_E To Neurobayes Adding variable lep2_E To Neurobayes NNAna::PrepareNBTraining_: Nent= 47013 for Signal Prepared event 0 for Signal with 47013 events ====Entry 0 Variable Ht : 135.044 Variable LepAPt : 36.7733 Variable LepBPt : 15.1786 Variable MetSigLeptonsJets : 6.335 Variable MetSpec : 56.2375 Variable SumEtLeptonsJets : 78.8061 Variable VSumJetLeptonsPt : 65.4215 Variable addEt : 108.19 Variable dPhiLepSumMet : 2.59573 Variable dPhiLeptons : 0.533909 Variable dRLeptons : 0.613899 Variable lep1_E : 40.034 Variable lep2_E : 15.2798 ===Show Start ======> EVENT:0 DEtaJ1J2 = 0 DEtaJ1Lep1 = 0 DEtaJ1Lep2 = 0 DEtaJ2Lep1 = 0 DEtaJ2Lep2 = 0 DPhiJ1J2 = 0 DPhiJ1Lep1 = 0 DPhiJ1Lep2 = 0 DPhiJ2Lep1 = 0 DPhiJ2Lep2 = 0 DRJ1J2 = 0 DRJ1Lep1 = 0 DRJ1Lep2 = 0 DRJ2Lep1 = 0 DRJ2Lep2 = 0 DeltaRJet12 = 0 File = 2140 Ht = 135.044 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 36.7735 LepAPt = 36.7733 LepBEt = 15.1793 LepBPt = 15.1786 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 56.2375 MetDelPhi = 2.21558 MetSig = 4.21501 MetSigLeptonsJets = 6.335 MetSpec = 56.2375 Mjj = 0 MostCentralJetEta = -0.266727 MtllMet = 110.158 Njets = 1 SB = 0 SumEt = 178.015 SumEtJets = 0 SumEtLeptonsJets = 78.8061 Target = 1 TrainWeight = 1 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 65.4215 addEt = 108.19 dPhiLepSumMet = 2.59573 dPhiLeptons = 0.533909 dRLeptons = 0.613899 diltype = 17 dimass = 14.3911 event = 161 jet1_Et = 26.8541 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 40.034 lep2_E = 15.2798 rand = 0.999742 run = 234313 weight = 2.40583e-06 ===Show End Prepared event 10000 for Signal with 47013 events Prepared event 20000 for Signal with 47013 events Prepared event 30000 for Signal with 47013 events Prepared event 40000 for Signal with 47013 events Adding variable Ht To Neurobayes Adding variable LepAPt To Neurobayes Adding variable LepBPt To Neurobayes Adding variable MetSigLeptonsJets To Neurobayes Adding variable MetSpec To Neurobayes Adding variable SumEtLeptonsJets To Neurobayes Adding variable VSumJetLeptonsPt To Neurobayes Adding variable addEt To Neurobayes Adding variable dPhiLepSumMet To Neurobayes Adding variable dPhiLeptons To Neurobayes Adding variable dRLeptons To Neurobayes Adding variable lep1_E To Neurobayes Adding variable lep2_E To Neurobayes NNAna::PrepareNBTraining_: Nent= 139800 for Background Prepared event 0 for Background with 139800 events ====Entry 0 Variable Ht : 85.3408 Variable LepAPt : 31.1294 Variable LepBPt : 10.0664 Variable MetSigLeptonsJets : 6.87768 Variable MetSpec : 44.1437 Variable SumEtLeptonsJets : 41.1959 Variable VSumJetLeptonsPt : 41.0132 Variable addEt : 85.3408 Variable dPhiLepSumMet : 3.10536 Variable dPhiLeptons : 0.219342 Variable dRLeptons : 0.424454 Variable lep1_E : 32.3548 Variable lep2_E : 10.1027 ===Show Start ======> EVENT:0 DEtaJ1J2 = 0 DEtaJ1Lep1 = 0 DEtaJ1Lep2 = 0 DEtaJ2Lep1 = 0 DEtaJ2Lep2 = 0 DPhiJ1J2 = 0 DPhiJ1Lep1 = 0 DPhiJ1Lep2 = 0 DPhiJ2Lep1 = 0 DPhiJ2Lep2 = 0 DRJ1J2 = 0 DRJ1Lep1 = 0 DRJ1Lep2 = 0 DRJ2Lep1 = 0 DRJ2Lep2 = 0 DeltaRJet12 = 0 File = 1 Ht = 85.3408 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 31.1297 LepAPt = 31.1294 LepBEt = 10.0674 LepBPt = 10.0664 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 44.1437 MetDelPhi = 3.01191 MetSig = 3.74558 MetSigLeptonsJets = 6.87768 MetSpec = 44.1437 Mjj = 0 MostCentralJetEta = 0 MtllMet = 86.2332 Njets = 0 SB = 0 SumEt = 138.899 SumEtJets = 0 SumEtLeptonsJets = 41.1959 Target = 0 TrainWeight = 0.270771 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 41.0132 addEt = 85.3408 dPhiLepSumMet = 3.10536 dPhiLeptons = 0.219342 dRLeptons = 0.424454 diltype = 17 dimass = 7.54723 event = 6717520 jet1_Et = 0 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 32.3548 lep2_E = 10.1027 rand = 0.999742 run = 271566 weight = 0.00331651 ===Show End Prepared event 10000 for Background with 139800 events Prepared event 20000 for Background with 139800 events Prepared event 30000 for Background with 139800 events Prepared event 40000 for Background with 139800 events Prepared event 50000 for Background with 139800 events Prepared event 60000 for Background with 139800 events Prepared event 70000 for Background with 139800 events Prepared event 80000 for Background with 139800 events Prepared event 90000 for Background with 139800 events Prepared event 100000 for Background with 139800 events Prepared event 110000 for Background with 139800 events Prepared event 120000 for Background with 139800 events Prepared event 130000 for Background with 139800 events Warning: found 4412 negative weights. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20080312 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 186813 samples to learn from preprocessing flags/parameters: global preprocessing flag: 812 individual preprocessing: now perform preprocessing *** called with option 12 *** This will do for you: *** input variable equalisation *** to Gaussian distribution with mean=0 and sigma=1 *** Then variables are decorrelated ************************************ Warning: found 4412 negative weights. Signal fraction: 62.1871109 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 60.0129318 63.1034927 65.110733 66.6340866 68.0205078 69.0304871 69.9542847 70.8587418 71.6155548 72.4915161 73.3590469 74.0634689 74.7045212 75.3899307 75.9180298 76.6255722 77.1520386 77.7412338 78.3410797 78.9193039 79.4588165 79.9960632 80.6823578 81.2489319 81.8713303 82.5562439 83.1996231 83.901825 84.8494949 85.6662598 86.5127029 87.5228348 88.5438156 89.3692703 90.5653076 91.999054 93.1405182 94.6120453 95.764328 96.9172211 98.2865372 99.5103302 100.867943 102.12532 103.307915 104.516998 105.661812 106.665176 107.88179 108.852203 110.146881 111.261909 112.467957 113.619484 114.670959 116.006897 117.073853 118.418839 119.716309 120.656616 121.860626 122.981583 124.22715 125.347885 126.580215 127.793457 128.978119 130.132431 131.412018 132.63504 133.880219 135.246933 136.610382 138.05188 139.485107 141.357376 143.214569 145.099045 147.090775 149.013641 151.152649 153.505081 155.815063 158.268494 160.834534 163.750595 166.736298 169.788269 173.511612 177.421783 181.488129 186.096039 191.35434 196.837769 203.391693 211.530853 221.951843 235.319397 255.411652 290.664062 896.559204 ------------------------------ Transdef: Tab for variable 3 20.0008526 20.3154373 20.6148148 20.8723316 21.1268158 21.4106331 21.5845871 21.8324203 22.0538025 22.2553501 22.42589 22.6457329 22.8176517 23.0572815 23.2184715 23.4153519 23.6207981 23.8185177 24.0472374 24.2349167 24.4531136 24.6450348 24.8495903 25.0648746 25.2305527 25.4380493 25.6091862 25.7693443 25.9458046 26.1431293 26.3031902 26.4859848 26.7065105 26.9084549 27.1052322 27.2863503 27.5037842 27.6996231 27.880043 28.0753536 28.261591 28.485302 28.6745415 28.853405 29.0729141 29.2725792 29.480629 29.7232361 29.929884 30.150238 30.398901 30.6209755 30.8731651 31.0941162 31.3201752 31.5649185 31.7803993 32.0449753 32.2811546 32.5353966 32.7623215 33.0590668 33.3200836 33.6168518 33.910099 34.1801147 34.4902039 34.7903938 35.0936203 35.3806152 35.6458015 35.973587 36.3163147 36.6665993 36.9998474 37.3591385 37.6894226 38.1375351 38.5536652 39.0240402 39.3208466 39.7794724 40.266243 40.7536011 41.3277626 41.9560623 42.6408424 43.2255325 43.9460449 44.8011551 45.6834335 46.6500244 47.7717247 48.9308052 50.4045753 52.05336 54.1112518 57.0686188 61.2775192 69.4030914 166.771118 ------------------------------ Transdef: Tab for variable 4 10.0000381 10.1029816 10.2288475 10.340395 10.4387207 10.539566 10.6512375 10.7756901 10.8916378 11.0104504 11.1344624 11.2576113 11.3790054 11.5011635 11.6345196 11.7535753 11.8864269 12.0295258 12.1610508 12.2931795 12.4348259 12.5850906 12.7142353 12.8399496 12.9505787 13.1268396 13.2921371 13.4599094 13.5860329 13.7311497 13.8726063 14.0425997 14.1987686 14.3385592 14.5010166 14.6947269 14.8738842 15.0535107 15.2197876 15.4183273 15.5900087 15.7684307 15.952424 16.1502228 16.3750057 16.5700741 16.7786102 16.9538651 17.1532059 17.3625069 17.6193237 17.7958603 18.0022278 18.2186089 18.4245682 18.6680031 18.8879738 19.0919971 19.3082447 19.5257263 19.769125 20.0200348 20.2118034 20.4384499 20.6484165 20.866909 21.1022873 21.3248978 21.5772457 21.7873039 22.0102768 22.2463531 22.4895554 22.737957 23.0178413 23.2987843 23.5767822 23.8825111 24.2046432 24.5079231 24.8055344 25.1503372 25.4924622 25.8469467 26.2018509 26.6201019 27.0320129 27.4261951 27.8349419 28.275444 28.781002 29.3261204 29.8719635 30.4666328 31.1993599 32.0145607 33.0611267 34.3328552 36.5512009 40.4590836 71.5196915 ------------------------------ Transdef: Tab for variable 5 0.988441467 2.61851883 3.02669239 3.30487061 3.54560566 3.758111 3.9692831 4.09764671 4.21274376 4.31783342 4.41418839 4.50943565 4.59634542 4.67300892 4.76515961 4.84990788 4.93318558 5.00619698 5.06545687 5.12988377 5.19207382 5.25641727 5.31034994 5.3669138 5.41096449 5.45397186 5.50278378 5.55073214 5.59606075 5.63848305 5.68013287 5.73109245 5.77583838 5.8156929 5.85976219 5.90503216 5.94333315 5.98329639 6.02116823 6.06323576 6.0995779 6.1386199 6.17907095 6.21280098 6.25869083 6.29367256 6.33040142 6.36985874 6.41238117 6.44977093 6.49334764 6.5343399 6.57634926 6.61704588 6.66252708 6.70100117 6.74285126 6.78281069 6.82628059 6.86379337 6.90065098 6.95385456 6.9907155 7.04052925 7.077075 7.12737179 7.17014551 7.21601582 7.25695896 7.31139088 7.36053467 7.40946054 7.45452881 7.49469376 7.54026318 7.59439135 7.65292835 7.7047081 7.76405811 7.82237291 7.87989044 7.93886805 7.99818039 8.06515026 8.13966274 8.20368767 8.26618385 8.34369659 8.42470741 8.50493813 8.596138 8.69510555 8.80084229 8.92925262 9.0645256 9.23833275 9.44119072 9.67817688 10.0936146 10.7695084 19.0639343 ------------------------------ Transdef: Tab for variable 6 15.0038528 20.445961 25.1443176 26.2189178 27.1420784 27.8794632 28.7376976 29.4349709 30.0457115 30.7694359 31.3426018 31.8757362 32.3780975 32.8728638 33.363533 33.836132 34.2981644 34.646843 34.9304581 35.339119 35.7625732 36.1526031 36.4817963 36.8374329 37.1222229 37.5132446 37.8192406 38.1475906 38.4982147 38.8402214 39.1693649 39.5013885 39.8041878 40.1967545 40.4951057 40.8347855 41.1827621 41.5994339 42.0059891 42.3886909 42.7452545 43.0985565 43.5148621 43.8755989 44.263195 44.5726318 45.0693665 45.622467 46.1127968 46.6592979 47.13377 47.6241379 48.136116 48.7348175 49.3059158 49.8947182 50.372818 50.9130592 51.4509201 51.9982834 52.543869 53.1765709 53.7726669 54.3657303 54.9172211 55.4554977 56.0675735 56.6337242 57.1850548 57.7509384 58.3059349 58.762619 59.4161453 60.0379257 60.6671677 61.2959404 61.9424744 62.5634537 63.2144279 63.8750305 64.5279083 65.2266235 65.9577332 66.7767563 67.6161041 68.4496765 69.3834686 70.3755493 71.4787598 72.6364441 73.8634491 75.3721542 76.9916153 78.8742676 81.0448227 83.8792572 87.3088379 91.8003845 98.2201385 109.16832 269.10907 ------------------------------ Transdef: Tab for variable 7 30.1229668 32.8411026 33.7203674 34.4570236 35.0730972 35.5195007 35.9425621 36.3384399 36.7426453 37.076416 37.4041824 37.6551437 37.980423 38.2779541 38.6032219 38.8851051 39.1506348 39.409996 39.6675148 39.985733 40.2470245 40.5535774 40.8749161 41.2141113 41.5290375 41.879715 42.2583313 42.6607666 43.0944824 43.5286942 44.0774422 44.5871696 45.011261 45.4995422 46.2549591 46.8322411 47.5034599 48.2461739 48.8839722 49.444561 50.1921654 50.9641266 51.7457733 52.4893799 53.2474823 54.0000229 54.8106041 55.5001984 56.1881104 56.921463 57.5881271 58.2328491 58.9088821 59.6144333 60.3847351 61.0793457 61.6339493 62.3409424 63.0322533 63.7924957 64.528183 65.3130798 66.0788422 66.8193054 67.7531433 68.6541214 69.6193314 70.6611786 71.7954559 72.8826447 74.1078186 75.4642563 76.8369904 78.3066101 79.759819 81.3103867 82.8551102 84.3371277 85.9878235 87.7406769 89.5713806 91.4158707 93.3227615 95.4352264 97.5792084 99.771637 102.449471 105.195374 107.943329 110.889534 114.155701 118.024666 122.682007 127.528763 133.467773 140.268555 148.864624 160.645691 175.476349 203.612976 514.371704 ------------------------------ Transdef: Tab for variable 8 2.68028092 22.9671803 28.2338486 30.1813812 31.5549469 32.362236 33.010849 33.5301437 33.9002838 34.3767776 34.7937393 35.1333542 35.4473305 35.8229446 36.1106186 36.4174271 36.6797409 37.0058365 37.2499847 37.487278 37.7348213 38.0183792 38.2091827 38.4710312 38.7052994 38.9462852 39.1709557 39.446434 39.6991043 39.9472885 40.2271423 40.4617233 40.7844467 41.0888863 41.4100647 41.7772827 42.0992813 42.4773254 42.8090897 43.1537399 43.5265884 43.9074364 44.2907257 44.7356644 45.2161865 45.6911774 46.0947189 46.5882187 47.0896835 47.6039009 48.1049881 48.5001068 48.9456482 49.4051628 49.959343 50.5432739 51.0323181 51.5650177 52.0764427 52.6260185 53.1883011 53.7039261 54.2520752 54.7787857 55.3018723 55.7618866 56.3510818 56.8442307 57.3984795 57.9090652 58.4521942 58.983284 59.5700455 60.1756744 60.8013763 61.2333832 61.7937355 62.3865585 63.0493164 63.6988831 64.3361664 65.0241318 65.6870728 66.4045715 67.2131042 68.0556335 68.8600616 69.9716797 71.0837402 72.3329849 73.8220062 75.4862366 77.1672134 79.1105576 81.7120667 84.7067413 88.5133972 93.2977448 100.763168 113.388695 394.174194 ------------------------------ Transdef: Tab for variable 9 49.2546883 62.7101555 64.3798904 66.0429535 67.2537994 68.3574142 69.2906799 70.0650864 70.783371 71.4534073 72.2184448 73.0074158 73.6718445 74.2939682 74.860611 75.4378052 75.9282684 76.5054321 77.0417557 77.5408401 78.0706329 78.5817413 79.0581055 79.5426254 79.9897461 80.5853119 81.0909576 81.5710678 82.1896057 82.692749 83.3422394 83.9070435 84.6564713 85.371048 86.0447998 86.6934357 87.4475174 88.3301697 88.9399414 89.6955795 90.567276 91.577774 92.5153198 93.3629913 94.4215622 95.4477539 96.3227463 97.1734772 98.2849274 99.2542725 100.325798 101.439072 102.3386 103.298851 104.272339 105.288635 106.18589 107.082047 107.95182 108.880981 109.854462 110.669144 111.708603 112.677399 113.619484 114.500183 115.372971 116.235626 117.028008 118.037689 118.922531 119.716156 120.584396 121.499573 122.377922 123.331749 124.336304 125.236954 126.159576 127.148697 128.021133 128.93399 129.844727 130.82547 131.845932 132.84201 133.979797 135.076691 136.172256 137.352112 138.675781 140.182404 141.772095 143.640594 145.734222 148.478729 152.390625 157.497589 166.575165 184.266083 449.817017 ------------------------------ Transdef: Tab for variable 10 0.0050833188 1.00642622 1.32814932 1.53812218 1.6990844 1.81426287 1.91854692 2.00280476 2.08030081 2.1515584 2.21129799 2.26024437 2.31045508 2.35148287 2.39608693 2.43422937 2.47012758 2.50217056 2.53376627 2.56274223 2.58980417 2.61469078 2.63563538 2.6594491 2.68105006 2.70396566 2.72223115 2.7440176 2.7607758 2.77787971 2.79284 2.80844212 2.8216486 2.83388114 2.84519315 2.85501266 2.86552024 2.87650275 2.88816977 2.89653683 2.90404725 2.9122777 2.9193368 2.92762995 2.93449736 2.94167852 2.94825315 2.95484686 2.96126223 2.96677256 2.97317505 2.97834492 2.98379612 2.98902845 2.99329281 2.99855423 3.00340462 3.00779533 3.01275301 3.01679635 3.02138281 3.02591538 3.02973676 3.03439522 3.0377388 3.04161644 3.04568768 3.04984975 3.0539403 3.05733562 3.06043983 3.0639286 3.06736279 3.07079983 3.07373667 3.07632351 3.07931876 3.08263493 3.08549309 3.08847427 3.09155369 3.09426498 3.09661245 3.09943628 3.10202837 3.10445023 3.10729384 3.10973573 3.11225891 3.11492133 3.1174264 3.12029552 3.12296963 3.12550592 3.1279211 3.13027835 3.13187313 3.13393211 3.13648701 3.13886976 3.14159226 ------------------------------ Transdef: Tab for variable 11 1.19226625E-05 0.00626420975 0.0126836151 0.0198112652 0.0256616473 0.0325187445 0.0403064787 0.0477765203 0.0563807487 0.0624783933 0.0711615682 0.079188168 0.087038219 0.0947201252 0.102941036 0.109651521 0.116864204 0.124464631 0.13209337 0.139775038 0.147296607 0.154156685 0.16082716 0.168044627 0.175495386 0.1814363 0.187789679 0.194217563 0.200473785 0.206380606 0.212436497 0.218550637 0.225098014 0.230351776 0.235663354 0.241764784 0.248046309 0.254026532 0.259451389 0.264544457 0.270047367 0.276128531 0.281836033 0.287125289 0.292875767 0.299209028 0.304693937 0.310221434 0.316065311 0.322255462 0.327711105 0.333376169 0.33987987 0.345196843 0.350520849 0.355746984 0.360296547 0.366089463 0.372133315 0.377612829 0.3836689 0.389454454 0.395143092 0.399826407 0.405759752 0.410718381 0.416330576 0.422263145 0.42772454 0.434032053 0.440335959 0.446990967 0.452447951 0.459079742 0.465034127 0.471579432 0.478663325 0.486424088 0.495077848 0.5023036 0.509343147 0.516305685 0.524383545 0.532497764 0.541761398 0.551565051 0.562754512 0.573218346 0.583045483 0.595261574 0.608337283 0.622137308 0.637438416 0.654154778 0.672096372 0.695027947 0.715638578 0.742058516 0.780450344 0.847299337 1.12033129 ------------------------------ Transdef: Tab for variable 12 0.200001657 0.218631759 0.234685838 0.245824188 0.256781965 0.267674208 0.276818454 0.285432637 0.293915838 0.301836789 0.310148954 0.318416059 0.325786412 0.333169848 0.340559244 0.347354591 0.353888005 0.360520184 0.366232991 0.373020977 0.379207432 0.38614279 0.391928971 0.397651494 0.40227592 0.406852186 0.411032826 0.414452732 0.418609828 0.422687441 0.426707327 0.430231333 0.433511227 0.437205911 0.441006124 0.4449417 0.44831121 0.45217064 0.455917895 0.459787756 0.463411599 0.467138529 0.470928431 0.474132121 0.476994962 0.480760455 0.48424083 0.487628222 0.491047144 0.494977444 0.498435795 0.502538562 0.506580353 0.510359287 0.514767408 0.518756747 0.522676706 0.526327848 0.531484008 0.536201 0.54041481 0.544808149 0.549714446 0.554434776 0.558956027 0.563560486 0.567941189 0.573055625 0.577852666 0.58230722 0.587538242 0.592601836 0.598043442 0.603489935 0.609363914 0.61596179 0.622814357 0.629465878 0.635532737 0.642513514 0.647996247 0.655897141 0.661863208 0.668429852 0.67606169 0.684506893 0.695753932 0.704296827 0.714394569 0.725185752 0.735192597 0.747148275 0.756861866 0.769848228 0.786581278 0.802022278 0.82086271 0.842239857 0.874419749 0.915789902 1.13539624 ------------------------------ Transdef: Tab for variable 13 20.0025482 21.4438477 22.1888409 22.717041 23.2977715 23.8032913 24.3110046 24.8014832 25.2110462 25.6564789 25.9966698 26.3827782 26.7789841 27.1073742 27.469738 27.7803078 28.0988941 28.4178963 28.7575207 29.0741158 29.354229 29.6437263 29.9736214 30.290947 30.5656319 30.8388042 31.0770874 31.3994598 31.6992073 31.9916229 32.2657814 32.51968 32.8795052 33.1532059 33.4428864 33.7532921 34.0673218 34.4085236 34.7000504 34.9853287 35.282074 35.5784111 35.9093246 36.1900826 36.4574089 36.824543 37.1653137 37.5070763 37.8750076 38.2034798 38.5532417 38.9226608 39.297699 39.6566811 39.9913712 40.4029045 40.773674 41.2123108 41.6632996 42.0907898 42.5546494 42.9815178 43.3419876 43.7211151 44.2352371 44.7091064 45.2534332 45.7929268 46.3794327 46.9846497 47.5811081 48.0969009 48.7091522 49.2828369 49.9900284 50.6971741 51.3119202 52.0309372 52.7173843 53.6010208 54.4448814 55.3584595 56.3325119 57.3180542 58.352829 59.7080307 60.9540634 62.3162613 63.9269714 65.6959 67.4443054 69.4700623 71.6451874 74.2786636 76.6422119 79.853714 83.5552216 87.6026688 93.9186859 103.644714 232.717926 ------------------------------ Transdef: Tab for variable 14 10.0028534 10.5531015 11.0119267 11.3684845 11.7235546 12.0423889 12.3498955 12.6441441 12.8880873 13.1923008 13.4781437 13.7009516 13.9689465 14.2529078 14.5085754 14.7614861 15.0150824 15.2541714 15.5029316 15.7720852 16.0143051 16.2850704 16.5096931 16.7691936 16.9868088 17.2682762 17.5649338 17.8134079 18.0591145 18.2690506 18.5339069 18.7727623 19.0327797 19.2165184 19.4590111 19.7054405 19.9727421 20.2124634 20.4420586 20.7080727 20.9474525 21.1851997 21.4232597 21.658577 21.9047775 22.1533356 22.3782692 22.6157227 22.8982811 23.1703815 23.4420471 23.6992912 24.0045681 24.283947 24.5525055 24.8279037 25.0785885 25.3326492 25.5607014 25.8223381 26.1188354 26.3955288 26.7050037 26.9929886 27.2795658 27.5831585 27.8359451 28.1553993 28.4526176 28.781311 29.1036682 29.4323463 29.7605438 30.1504784 30.5285988 30.9584579 31.3302498 31.6377964 32.0827026 32.6042404 33.0575256 33.4473801 33.8601913 34.3841782 34.9277344 35.542099 36.1547318 36.9205399 37.6274338 38.4232635 39.2862816 40.2493553 41.2572479 42.5692444 44.2685204 45.7181931 48.0259476 51.1750946 55.7097015 62.4170532 122.221924 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 61.0 40.5 46.0 20.4 42.3 58.4 47.6 57.7 -29.3 -10.8 -30.9 4.5 13.9 2 61.0 100.0 62.7 55.5 27.0 64.9 94.0 70.1 90.8 -47.1 -20.6 -46.2 26.6 25.9 3 40.5 62.7 100.0 34.3 1.7 29.1 66.3 50.2 68.9 -15.8 -22.0 -50.3 62.0 14.0 4 46.0 55.5 34.3 100.0 8.7 31.5 56.5 46.3 61.2 -13.1 -25.2 -56.5 11.9 68.6 5 20.4 27.0 1.7 8.7 100.0 82.0 -1.4 50.3 51.3 26.3 -5.0 -5.3 -8.6 -0.9 6 42.3 64.9 29.1 31.5 82.0 100.0 42.8 75.3 78.1 -5.6 -12.6 -24.7 5.9 11.6 7 58.4 94.0 66.3 56.5 -1.4 42.8 100.0 62.5 78.6 -54.8 -19.2 -46.8 31.5 28.3 8 47.6 70.1 50.2 46.3 50.3 75.3 62.5 100.0 80.4 -10.2 -20.5 -39.9 21.9 23.1 9 57.7 90.8 68.9 61.2 51.3 78.1 78.6 80.4 100.0 -22.1 -24.0 -52.3 31.9 31.0 10 -29.3 -47.1 -15.8 -13.1 26.3 -5.6 -54.8 -10.2 -22.1 100.0 2.5 9.7 -2.8 -2.6 11 -10.8 -20.6 -22.0 -25.2 -5.0 -12.6 -19.2 -20.5 -24.0 2.5 100.0 51.7 -8.9 -15.8 12 -30.9 -46.2 -50.3 -56.5 -5.3 -24.7 -46.8 -39.9 -52.3 9.7 51.7 100.0 -23.1 -30.6 13 4.5 26.6 62.0 11.9 -8.6 5.9 31.5 21.9 31.9 -2.8 -8.9 -23.1 100.0 41.9 14 13.9 25.9 14.0 68.6 -0.9 11.6 28.3 23.1 31.0 -2.6 -15.8 -30.6 41.9 100.0 TOTAL CORRELATION TO TARGET (diagonal) 144.293131 TOTAL CORRELATION OF ALL VARIABLES 67.3694414 ROUND 1: MAX CORR ( 67.3670573) AFTER KILLING INPUT VARIABLE 6 CONTR 0.566769143 ROUND 2: MAX CORR ( 67.3057624) AFTER KILLING INPUT VARIABLE 11 CONTR 2.87310804 ROUND 3: MAX CORR ( 67.2262554) AFTER KILLING INPUT VARIABLE 8 CONTR 3.27051185 ROUND 4: MAX CORR ( 67.062113) AFTER KILLING INPUT VARIABLE 2 CONTR 4.69493399 ROUND 5: MAX CORR ( 66.8869775) AFTER KILLING INPUT VARIABLE 12 CONTR 4.84347498 ROUND 6: MAX CORR ( 66.6671143) AFTER KILLING INPUT VARIABLE 14 CONTR 5.41882122 ROUND 7: MAX CORR ( 66.1852469) AFTER KILLING INPUT VARIABLE 10 CONTR 8.00107657 ROUND 8: MAX CORR ( 65.6880985) AFTER KILLING INPUT VARIABLE 9 CONTR 8.09695088 ROUND 9: MAX CORR ( 64.6628815) AFTER KILLING INPUT VARIABLE 3 CONTR 11.5601921 ROUND 10: MAX CORR ( 63.5372432) AFTER KILLING INPUT VARIABLE 13 CONTR 12.0127839 ROUND 11: MAX CORR ( 62.0994896) AFTER KILLING INPUT VARIABLE 4 CONTR 13.4400397 ROUND 12: MAX CORR ( 58.3545929) AFTER KILLING INPUT VARIABLE 5 CONTR 21.2388345 LAST REMAINING VARIABLE: 7 total correlation to target: 67.3694414 % total significance: 131.243545 sigma correlations of single variables to target: variable 2: 60.97018 % , in sigma: 118.777036 variable 3: 40.4712333 % , in sigma: 78.8426923 variable 4: 45.9885159 % , in sigma: 89.5910036 variable 5: 20.4184814 % , in sigma: 39.7775881 variable 6: 42.3004627 % , in sigma: 82.4062448 variable 7: 58.3545929 % , in sigma: 113.681567 variable 8: 47.5626032 % , in sigma: 92.6575096 variable 9: 57.7143927 % , in sigma: 112.434382 variable 10: -29.3196918 % , in sigma: 57.1181862 variable 11: -10.8215177 % , in sigma: 21.0815812 variable 12: -30.9245616 % , in sigma: 60.2446601 variable 13: 4.45572767 % , in sigma: 8.68027824 variable 14: 13.881448 % , in sigma: 27.0426829 variables sorted by significance: 1 most relevant variable 7 corr 58.3545914 , in sigma: 113.681564 2 most relevant variable 5 corr 21.2388344 , in sigma: 41.3757315 3 most relevant variable 4 corr 13.4400396 , in sigma: 26.1827679 4 most relevant variable 13 corr 12.012784 , in sigma: 23.4023071 5 most relevant variable 3 corr 11.5601921 , in sigma: 22.5206052 6 most relevant variable 9 corr 8.09695053 , in sigma: 15.7738059 7 most relevant variable 10 corr 8.0010767 , in sigma: 15.5870325 8 most relevant variable 14 corr 5.41882133 , in sigma: 10.5564972 9 most relevant variable 12 corr 4.84347486 , in sigma: 9.43565508 10 most relevant variable 2 corr 4.69493389 , in sigma: 9.14627991 11 most relevant variable 8 corr 3.27051187 , in sigma: 6.37133933 12 most relevant variable 11 corr 2.87310815 , in sigma: 5.59715045 13 most relevant variable 6 corr 0.566769123 , in sigma: 1.10413249 global correlations between input variables: variable 2: 99.0943652 % variable 3: 92.8480202 % variable 4: 91.2358542 % variable 5: 95.2470136 % variable 6: 94.4537148 % variable 7: 98.6296356 % variable 8: 87.8361369 % variable 9: 98.8126373 % variable 10: 71.4292693 % variable 11: 53.1281586 % variable 12: 74.3579149 % variable 13: 84.0653586 % variable 14: 86.479851 % significance loss when removing single variables: variable 2: corr = 5.79164523 % , sigma = 11.2828018 variable 3: corr = 13.663911 % , sigma = 26.6188956 variable 4: corr = 17.1028451 % , sigma = 33.3183411 variable 5: corr = 11.5163101 % , sigma = 22.435118 variable 6: corr = 0.566769143 % , sigma = 1.10413253 variable 7: corr = 3.66992008 % , sigma = 7.14943321 variable 8: corr = 3.41381194 % , sigma = 6.65050462 variable 9: corr = 9.97574069 % , sigma = 19.4339087 variable 10: corr = 7.24761773 % , sigma = 14.1192063 variable 11: corr = 2.88876465 % , sigma = 5.62765114 variable 12: corr = 3.13740264 % , sigma = 6.11202701 variable 13: corr = 7.39604015 % , sigma = 14.4083506 variable 14: corr = 5.47971866 % , sigma = 10.6751324 Keep only 12 most significant input variables ------------------------------------- Teacher: actual network topology: Nodes(1) = 13 Nodes(2) = 15 Nodes(3) = 1 ------------------------------------- --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 25.533577 sigma out 15 active outputs RANK 2 NODE 3 --> 20.4714947 sigma out 15 active outputs RANK 3 NODE 11 --> 20.2068195 sigma out 15 active outputs RANK 4 NODE 6 --> 17.1181278 sigma out 15 active outputs RANK 5 NODE 10 --> 15.8178558 sigma out 15 active outputs RANK 6 NODE 13 --> 15.3994865 sigma out 15 active outputs RANK 7 NODE 4 --> 15.1349201 sigma out 15 active outputs RANK 8 NODE 8 --> 14.9956017 sigma out 15 active outputs RANK 9 NODE 1 --> 14.4206114 sigma out 15 active outputs RANK 10 NODE 7 --> 13.7641821 sigma out 15 active outputs RANK 11 NODE 2 --> 12.8654394 sigma out 15 active outputs RANK 12 NODE 12 --> 11.5307703 sigma out 15 active outputs RANK 13 NODE 9 --> 11.0611839 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 27.695528 sigma in 13act. ( 28.0119343 sig out 1act.) RANK 2 NODE 8 --> 26.0367966 sigma in 13act. ( 26.0146389 sig out 1act.) RANK 3 NODE 1 --> 23.1848221 sigma in 13act. ( 25.2999916 sig out 1act.) RANK 4 NODE 4 --> 18.0840416 sigma in 13act. ( 15.3103199 sig out 1act.) RANK 5 NODE 2 --> 16.6513309 sigma in 13act. ( 15.1635942 sig out 1act.) RANK 6 NODE 6 --> 15.2429819 sigma in 13act. ( 11.8438435 sig out 1act.) RANK 7 NODE 9 --> 14.6679153 sigma in 13act. ( 15.5541353 sig out 1act.) RANK 8 NODE 7 --> 12.8424416 sigma in 13act. ( 13.8727732 sig out 1act.) RANK 9 NODE 13 --> 12.2306356 sigma in 13act. ( 11.4972715 sig out 1act.) RANK 10 NODE 14 --> 11.6737881 sigma in 13act. ( 15.2096081 sig out 1act.) RANK 11 NODE 12 --> 5.06963396 sigma in 13act. ( 7.30438232 sig out 1act.) RANK 12 NODE 5 --> 3.35494423 sigma in 13act. ( 0.527077317 sig out 1act.) RANK 13 NODE 11 --> 2.30998945 sigma in 13act. ( 3.63255429 sig out 1act.) RANK 14 NODE 10 --> 1.71038055 sigma in 13act. ( 1.87008595 sig out 1act.) RANK 15 NODE 15 --> 1.26794696 sigma in 13act. ( 1.70229042 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 28.0119343 sigma out 1act.( 27.695528 sig in 13act.) RANK 2 NODE 8 --> 26.0146389 sigma out 1act.( 26.0367966 sig in 13act.) RANK 3 NODE 1 --> 25.2999916 sigma out 1act.( 23.1848221 sig in 13act.) RANK 4 NODE 9 --> 15.5541353 sigma out 1act.( 14.6679153 sig in 13act.) RANK 5 NODE 4 --> 15.3103199 sigma out 1act.( 18.0840416 sig in 13act.) RANK 6 NODE 14 --> 15.2096081 sigma out 1act.( 11.6737881 sig in 13act.) RANK 7 NODE 2 --> 15.1635942 sigma out 1act.( 16.6513309 sig in 13act.) RANK 8 NODE 7 --> 13.8727732 sigma out 1act.( 12.8424416 sig in 13act.) RANK 9 NODE 6 --> 11.8438435 sigma out 1act.( 15.2429819 sig in 13act.) RANK 10 NODE 13 --> 11.4972715 sigma out 1act.( 12.2306356 sig in 13act.) RANK 11 NODE 12 --> 7.30438232 sigma out 1act.( 5.06963396 sig in 13act.) RANK 12 NODE 11 --> 3.63255429 sigma out 1act.( 2.30998945 sig in 13act.) RANK 13 NODE 10 --> 1.87008595 sigma out 1act.( 1.71038055 sig in 13act.) RANK 14 NODE 15 --> 1.70229042 sigma out 1act.( 1.26794696 sig in 13act.) RANK 15 NODE 5 --> 0.527077317 sigma out 1act.( 3.35494423 sig in 13act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 59.8102303 sigma in 15 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 11 --> 26.2100754 sigma out 15 active outputs RANK 2 NODE 5 --> 22.5384254 sigma out 15 active outputs RANK 3 NODE 3 --> 20.234766 sigma out 15 active outputs RANK 4 NODE 6 --> 16.5649471 sigma out 15 active outputs RANK 5 NODE 10 --> 16.1368217 sigma out 15 active outputs RANK 6 NODE 13 --> 15.2393188 sigma out 15 active outputs RANK 7 NODE 1 --> 14.7428427 sigma out 15 active outputs RANK 8 NODE 7 --> 14.4961472 sigma out 15 active outputs RANK 9 NODE 8 --> 14.0602503 sigma out 15 active outputs RANK 10 NODE 2 --> 13.9080772 sigma out 15 active outputs RANK 11 NODE 4 --> 13.7874146 sigma out 15 active outputs RANK 12 NODE 9 --> 11.5358906 sigma out 15 active outputs RANK 13 NODE 12 --> 10.8951273 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 25.5777454 sigma in 13act. ( 24.1731644 sig out 1act.) RANK 2 NODE 8 --> 24.4210167 sigma in 13act. ( 23.9629498 sig out 1act.) RANK 3 NODE 3 --> 24.0314121 sigma in 13act. ( 24.3038998 sig out 1act.) RANK 4 NODE 9 --> 15.6370325 sigma in 13act. ( 14.7581291 sig out 1act.) RANK 5 NODE 14 --> 15.2330952 sigma in 13act. ( 14.8666315 sig out 1act.) RANK 6 NODE 7 --> 13.8625937 sigma in 13act. ( 13.3059406 sig out 1act.) RANK 7 NODE 2 --> 12.9171295 sigma in 13act. ( 12.6446514 sig out 1act.) RANK 8 NODE 12 --> 12.3727608 sigma in 13act. ( 7.51457787 sig out 1act.) RANK 9 NODE 4 --> 12.1278763 sigma in 13act. ( 12.1748543 sig out 1act.) RANK 10 NODE 13 --> 11.8408337 sigma in 13act. ( 10.2352982 sig out 1act.) RANK 11 NODE 11 --> 11.5686169 sigma in 13act. ( 4.99744749 sig out 1act.) RANK 12 NODE 6 --> 11.447876 sigma in 13act. ( 9.80869484 sig out 1act.) RANK 13 NODE 15 --> 11.1190386 sigma in 13act. ( 4.75225735 sig out 1act.) RANK 14 NODE 10 --> 10.3749723 sigma in 13act. ( 3.55544782 sig out 1act.) RANK 15 NODE 5 --> 5.62803316 sigma in 13act. ( 0.0296848081 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 24.3038998 sigma out 1act.( 24.0314121 sig in 13act.) RANK 2 NODE 1 --> 24.1731644 sigma out 1act.( 25.5777454 sig in 13act.) RANK 3 NODE 8 --> 23.9629498 sigma out 1act.( 24.4210167 sig in 13act.) RANK 4 NODE 14 --> 14.8666315 sigma out 1act.( 15.2330952 sig in 13act.) RANK 5 NODE 9 --> 14.7581291 sigma out 1act.( 15.6370325 sig in 13act.) RANK 6 NODE 7 --> 13.3059406 sigma out 1act.( 13.8625937 sig in 13act.) RANK 7 NODE 2 --> 12.6446514 sigma out 1act.( 12.9171295 sig in 13act.) RANK 8 NODE 4 --> 12.1748543 sigma out 1act.( 12.1278763 sig in 13act.) RANK 9 NODE 13 --> 10.2352982 sigma out 1act.( 11.8408337 sig in 13act.) RANK 10 NODE 6 --> 9.80869484 sigma out 1act.( 11.447876 sig in 13act.) RANK 11 NODE 12 --> 7.51457787 sigma out 1act.( 12.3727608 sig in 13act.) RANK 12 NODE 11 --> 4.99744749 sigma out 1act.( 11.5686169 sig in 13act.) RANK 13 NODE 15 --> 4.75225735 sigma out 1act.( 11.1190386 sig in 13act.) RANK 14 NODE 10 --> 3.55544782 sigma out 1act.( 10.3749723 sig in 13act.) RANK 15 NODE 5 --> 0.0296848081 sigma out 1act.( 5.62803316 sig in 13act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 54.6888199 sigma in 15 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.401417285 *** contribution from regularisation: 0.00510969711 *** contribution from error: -0.406526983 *********************************************** -----------------> Test sample --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.45434925 *** contribution from regularisation: 0.00283810869 *** contribution from error: -0.457187355 *********************************************** -----------------> Test sample ENTER BFGS code START -42448.2856 0.345916748 0.0549835674 EXIT FROM BFGS code FG_START 0. 0.345916748 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.476579636 *** contribution from regularisation: 0.00262776739 *** contribution from error: -0.479207397 *********************************************** -----------------> Test sample ENTER BFGS code FG_START -44515.3962 0.345916748 165.703506 EXIT FROM BFGS code FG_LNSRCH 0. 0.367188901 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.527418017 *** contribution from regularisation: 0.00329659367 *** contribution from error: -0.530714631 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -49264.0083 0.367188901 90.165451 EXIT FROM BFGS code NEW_X -49264.0083 0.367188901 90.165451 ENTER BFGS code NEW_X -49264.0083 0.367188901 90.165451 EXIT FROM BFGS code FG_LNSRCH 0. 0.381397873 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.531416297 *** contribution from regularisation: 0.00342421979 *** contribution from error: -0.534840524 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -49637.471 0.381397873 50.8497353 EXIT FROM BFGS code NEW_X -49637.471 0.381397873 50.8497353 ENTER BFGS code NEW_X -49637.471 0.381397873 50.8497353 EXIT FROM BFGS code FG_LNSRCH 0. 0.400576979 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.534350276 *** contribution from regularisation: 0.00333261094 *** contribution from error: -0.537682891 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -49911.5206 0.400576979 10.3194046 EXIT FROM BFGS code NEW_X -49911.5206 0.400576979 10.3194046 ENTER BFGS code NEW_X -49911.5206 0.400576979 10.3194046 EXIT FROM BFGS code FG_LNSRCH 0. 0.410593897 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.535345912 *** contribution from regularisation: 0.00319920084 *** contribution from error: -0.538545132 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50004.5211 0.410593897 -23.8006973 EXIT FROM BFGS code NEW_X -50004.5211 0.410593897 -23.8006973 ENTER BFGS code NEW_X -50004.5211 0.410593897 -23.8006973 EXIT FROM BFGS code FG_LNSRCH 0. 0.402169406 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.535625279 *** contribution from regularisation: 0.00322987558 *** contribution from error: -0.538855135 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50030.6128 0.402169406 -16.5348415 EXIT FROM BFGS code NEW_X -50030.6128 0.402169406 -16.5348415 ENTER BFGS code NEW_X -50030.6128 0.402169406 -16.5348415 EXIT FROM BFGS code FG_LNSRCH 0. 0.348897696 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.537169516 *** contribution from regularisation: 0.00290889968 *** contribution from error: -0.540078402 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50174.8546 0.348897696 2.19085741 EXIT FROM BFGS code NEW_X -50174.8546 0.348897696 2.19085741 ENTER BFGS code NEW_X -50174.8546 0.348897696 2.19085741 EXIT FROM BFGS code FG_LNSRCH 0. 0.295747072 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 11 --> 41.4035683 sigma out 15 active outputs RANK 2 NODE 2 --> 21.3614521 sigma out 15 active outputs RANK 3 NODE 1 --> 21.1931133 sigma out 15 active outputs RANK 4 NODE 5 --> 15.7966976 sigma out 15 active outputs RANK 5 NODE 3 --> 13.6503325 sigma out 15 active outputs RANK 6 NODE 9 --> 13.162529 sigma out 15 active outputs RANK 7 NODE 7 --> 12.4863663 sigma out 15 active outputs RANK 8 NODE 13 --> 9.85827923 sigma out 15 active outputs RANK 9 NODE 10 --> 9.46481991 sigma out 15 active outputs RANK 10 NODE 6 --> 9.19339085 sigma out 15 active outputs RANK 11 NODE 8 --> 8.26441097 sigma out 15 active outputs RANK 12 NODE 12 --> 5.78636932 sigma out 15 active outputs RANK 13 NODE 4 --> 5.01986408 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 31.5458221 sigma in 13act. ( 29.0427341 sig out 1act.) RANK 2 NODE 11 --> 27.3162441 sigma in 13act. ( 26.4838848 sig out 1act.) RANK 3 NODE 15 --> 26.7066612 sigma in 13act. ( 31.3481388 sig out 1act.) RANK 4 NODE 10 --> 21.6417675 sigma in 13act. ( 16.2970486 sig out 1act.) RANK 5 NODE 14 --> 17.0810299 sigma in 13act. ( 15.7095318 sig out 1act.) RANK 6 NODE 12 --> 12.0747118 sigma in 13act. ( 10.3699141 sig out 1act.) RANK 7 NODE 7 --> 11.3227768 sigma in 13act. ( 11.128911 sig out 1act.) RANK 8 NODE 8 --> 9.96590137 sigma in 13act. ( 8.79283524 sig out 1act.) RANK 9 NODE 5 --> 6.60013533 sigma in 13act. ( 5.82996893 sig out 1act.) RANK 10 NODE 2 --> 6.4373374 sigma in 13act. ( 6.36389875 sig out 1act.) RANK 11 NODE 13 --> 5.77177238 sigma in 13act. ( 4.03562784 sig out 1act.) RANK 12 NODE 4 --> 5.20320082 sigma in 13act. ( 4.50915194 sig out 1act.) RANK 13 NODE 9 --> 4.39925528 sigma in 13act. ( 1.4927156 sig out 1act.) RANK 14 NODE 3 --> 4.31059074 sigma in 13act. ( 0.270799577 sig out 1act.) RANK 15 NODE 6 --> 3.41724062 sigma in 13act. ( 1.2975601 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 31.3481388 sigma out 1act.( 26.7066612 sig in 13act.) RANK 2 NODE 1 --> 29.0427341 sigma out 1act.( 31.5458221 sig in 13act.) RANK 3 NODE 11 --> 26.4838848 sigma out 1act.( 27.3162441 sig in 13act.) RANK 4 NODE 10 --> 16.2970486 sigma out 1act.( 21.6417675 sig in 13act.) RANK 5 NODE 14 --> 15.7095318 sigma out 1act.( 17.0810299 sig in 13act.) RANK 6 NODE 7 --> 11.128911 sigma out 1act.( 11.3227768 sig in 13act.) RANK 7 NODE 12 --> 10.3699141 sigma out 1act.( 12.0747118 sig in 13act.) RANK 8 NODE 8 --> 8.79283524 sigma out 1act.( 9.96590137 sig in 13act.) RANK 9 NODE 2 --> 6.36389875 sigma out 1act.( 6.4373374 sig in 13act.) RANK 10 NODE 5 --> 5.82996893 sigma out 1act.( 6.60013533 sig in 13act.) RANK 11 NODE 4 --> 4.50915194 sigma out 1act.( 5.20320082 sig in 13act.) RANK 12 NODE 13 --> 4.03562784 sigma out 1act.( 5.77177238 sig in 13act.) RANK 13 NODE 9 --> 1.4927156 sigma out 1act.( 4.39925528 sig in 13act.) RANK 14 NODE 6 --> 1.2975601 sigma out 1act.( 3.41724062 sig in 13act.) RANK 15 NODE 3 --> 0.270799577 sigma out 1act.( 4.31059074 sig in 13act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 58.8537102 sigma in 15 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.538092554 *** contribution from regularisation: 0.00311223068 *** contribution from error: -0.54120481 *********************************************** -----------------> Test sample Iteration No: 10 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -50261.0722 0.295747072 15.2575712 EXIT FROM BFGS code NEW_X -50261.0722 0.295747072 15.2575712 ENTER BFGS code NEW_X -50261.0722 0.295747072 15.2575712 EXIT FROM BFGS code FG_LNSRCH 0. 0.234768674 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.538636446 *** contribution from regularisation: 0.00338307512 *** contribution from error: -0.542019546 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50311.8775 0.234768674 13.8852034 EXIT FROM BFGS code NEW_X -50311.8775 0.234768674 13.8852034 ENTER BFGS code NEW_X -50311.8775 0.234768674 13.8852034 EXIT FROM BFGS code FG_LNSRCH 0. 0.267611563 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.53918016 *** contribution from regularisation: 0.00313169998 *** contribution from error: -0.542311847 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50362.6619 0.267611563 -17.9049931 EXIT FROM BFGS code NEW_X -50362.6619 0.267611563 -17.9049931 ENTER BFGS code NEW_X -50362.6619 0.267611563 -17.9049931 EXIT FROM BFGS code FG_LNSRCH 0. 0.262972146 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.539312959 *** contribution from regularisation: 0.00321664335 *** contribution from error: -0.542529583 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50375.0653 0.262972146 1.76096916 EXIT FROM BFGS code NEW_X -50375.0653 0.262972146 1.76096916 ENTER BFGS code NEW_X -50375.0653 0.262972146 1.76096916 EXIT FROM BFGS code FG_LNSRCH 0. 0.256462246 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.539493501 *** contribution from regularisation: 0.00320767635 *** contribution from error: -0.542701185 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50391.9326 0.256462246 1.70180714 EXIT FROM BFGS code NEW_X -50391.9326 0.256462246 1.70180714 ENTER BFGS code NEW_X -50391.9326 0.256462246 1.70180714 EXIT FROM BFGS code FG_LNSRCH 0. 0.23433131 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.540029347 *** contribution from regularisation: 0.00321221026 *** contribution from error: -0.54324156 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50441.9801 0.23433131 10.337574 EXIT FROM BFGS code NEW_X -50441.9801 0.23433131 10.337574 ENTER BFGS code NEW_X -50441.9801 0.23433131 10.337574 EXIT FROM BFGS code FG_LNSRCH 0. 0.211347684 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.54051441 *** contribution from regularisation: 0.00336045632 *** contribution from error: -0.54387486 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50487.2866 0.211347684 2.24725008 EXIT FROM BFGS code NEW_X -50487.2866 0.211347684 2.24725008 ENTER BFGS code NEW_X -50487.2866 0.211347684 2.24725008 EXIT FROM BFGS code FG_LNSRCH 0. 0.165119708 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.540361643 *** contribution from regularisation: 0.00363300834 *** contribution from error: -0.543994665 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50473.0197 0.165119708 76.4888916 EXIT FROM BFGS code FG_LNSRCH 0. 0.190499663 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.541138113 *** contribution from regularisation: 0.003217177 *** contribution from error: -0.544355273 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50545.5463 0.190499663 31.0556622 EXIT FROM BFGS code NEW_X -50545.5463 0.190499663 31.0556622 ENTER BFGS code NEW_X -50545.5463 0.190499663 31.0556622 EXIT FROM BFGS code FG_LNSRCH 0. 0.178916276 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.541385412 *** contribution from regularisation: 0.00351492176 *** contribution from error: -0.544900358 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50568.6446 0.178916276 -9.57204056 EXIT FROM BFGS code NEW_X -50568.6446 0.178916276 -9.57204056 ENTER BFGS code NEW_X -50568.6446 0.178916276 -9.57204056 EXIT FROM BFGS code FG_LNSRCH 0. 0.186809018 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 11 --> 59.5343819 sigma out 15 active outputs RANK 2 NODE 3 --> 31.236311 sigma out 15 active outputs RANK 3 NODE 2 --> 29.355978 sigma out 15 active outputs RANK 4 NODE 1 --> 27.0188084 sigma out 15 active outputs RANK 5 NODE 9 --> 21.9862881 sigma out 15 active outputs RANK 6 NODE 5 --> 18.0960464 sigma out 15 active outputs RANK 7 NODE 8 --> 16.2555447 sigma out 15 active outputs RANK 8 NODE 7 --> 13.0406122 sigma out 15 active outputs RANK 9 NODE 13 --> 11.078577 sigma out 15 active outputs RANK 10 NODE 10 --> 9.29878712 sigma out 15 active outputs RANK 11 NODE 6 --> 9.08100796 sigma out 15 active outputs RANK 12 NODE 12 --> 8.50844955 sigma out 15 active outputs RANK 13 NODE 4 --> 5.83719873 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 55.9919624 sigma in 13act. ( 51.479084 sig out 1act.) RANK 2 NODE 15 --> 48.2228165 sigma in 13act. ( 58.1750755 sig out 1act.) RANK 3 NODE 11 --> 28.9296932 sigma in 13act. ( 30.8782463 sig out 1act.) RANK 4 NODE 14 --> 18.4831924 sigma in 13act. ( 16.930542 sig out 1act.) RANK 5 NODE 10 --> 18.0361977 sigma in 13act. ( 15.2505074 sig out 1act.) RANK 6 NODE 7 --> 17.3274403 sigma in 13act. ( 19.8794956 sig out 1act.) RANK 7 NODE 5 --> 11.3134861 sigma in 13act. ( 12.2972956 sig out 1act.) RANK 8 NODE 12 --> 9.81633663 sigma in 13act. ( 9.94838333 sig out 1act.) RANK 9 NODE 2 --> 8.51770782 sigma in 13act. ( 9.71668053 sig out 1act.) RANK 10 NODE 4 --> 8.31398106 sigma in 13act. ( 9.24903774 sig out 1act.) RANK 11 NODE 13 --> 7.21525097 sigma in 13act. ( 7.09443569 sig out 1act.) RANK 12 NODE 3 --> 6.05780363 sigma in 13act. ( 6.05580425 sig out 1act.) RANK 13 NODE 8 --> 5.45153046 sigma in 13act. ( 3.51638627 sig out 1act.) RANK 14 NODE 9 --> 2.11436605 sigma in 13act. ( 0.274352819 sig out 1act.) RANK 15 NODE 6 --> 1.2334466 sigma in 13act. ( 0.0997899771 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 58.1750755 sigma out 1act.( 48.2228165 sig in 13act.) RANK 2 NODE 1 --> 51.479084 sigma out 1act.( 55.9919624 sig in 13act.) RANK 3 NODE 11 --> 30.8782463 sigma out 1act.( 28.9296932 sig in 13act.) RANK 4 NODE 7 --> 19.8794956 sigma out 1act.( 17.3274403 sig in 13act.) RANK 5 NODE 14 --> 16.930542 sigma out 1act.( 18.4831924 sig in 13act.) RANK 6 NODE 10 --> 15.2505074 sigma out 1act.( 18.0361977 sig in 13act.) RANK 7 NODE 5 --> 12.2972956 sigma out 1act.( 11.3134861 sig in 13act.) RANK 8 NODE 12 --> 9.94838333 sigma out 1act.( 9.81633663 sig in 13act.) RANK 9 NODE 2 --> 9.71668053 sigma out 1act.( 8.51770782 sig in 13act.) RANK 10 NODE 4 --> 9.24903774 sigma out 1act.( 8.31398106 sig in 13act.) RANK 11 NODE 13 --> 7.09443569 sigma out 1act.( 7.21525097 sig in 13act.) RANK 12 NODE 3 --> 6.05580425 sigma out 1act.( 6.05780363 sig in 13act.) RANK 13 NODE 8 --> 3.51638627 sigma out 1act.( 5.45153046 sig in 13act.) RANK 14 NODE 9 --> 0.274352819 sigma out 1act.( 2.11436605 sig in 13act.) RANK 15 NODE 6 --> 0.0997899771 sigma out 1act.( 1.2334466 sig in 13act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 91.8255005 sigma in 15 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.54157275 *** contribution from regularisation: 0.00330642541 *** contribution from error: -0.544879198 *********************************************** -----------------> Test sample Iteration No: 20 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -50586.1448 0.186809018 1.46559381 EXIT FROM BFGS code NEW_X -50586.1448 0.186809018 1.46559381 ENTER BFGS code NEW_X -50586.1448 0.186809018 1.46559381 EXIT FROM BFGS code FG_LNSRCH 0. 0.187438458 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.541559279 *** contribution from regularisation: 0.00336916931 *** contribution from error: -0.544928432 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50584.8866 0.187438458 5.0569973 EXIT FROM BFGS code FG_LNSRCH 0. 0.186932981 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.541439891 *** contribution from regularisation: 0.00345253688 *** contribution from error: -0.54489243 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50573.7338 0.186932981 2.23435092 EXIT FROM BFGS code FG_LNSRCH 0. 0.186811849 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.541471601 *** contribution from regularisation: 0.00340783037 *** contribution from error: -0.544879436 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50576.698 0.186811849 1.55847716 EXIT FROM BFGS code FG_LNSRCH 0. 0.186809018 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.541468203 *** contribution from regularisation: 0.00341095636 *** contribution from error: -0.544879138 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50576.381 0.186809018 1.55315161 EXIT FROM BFGS code FG_LNSRCH 0. 0.186809018 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.541464269 *** contribution from regularisation: 0.00341489888 *** contribution from error: -0.544879138 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50576.0127 0.186809018 1.57998371 EXIT FROM BFGS code FG_LNSRCH 0. 0.186809018 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.541473925 *** contribution from regularisation: 0.00340527366 *** contribution from error: -0.544879198 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50576.9118 0.186809018 1.61909139 EXIT FROM BFGS code FG_LNSRCH 0. 0.186809018 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.541486561 *** contribution from regularisation: 0.00339262909 *** contribution from error: -0.544879198 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -50578.0928 0.186809018 1.62881112 EXIT FROM BFGS code NEW_X -50578.0928 0.186809018 1.62881112 ENTER BFGS code NEW_X -50578.0928 0.186809018 1.62881112 EXIT FROM BFGS code CONVERGENC -50578.0928 0.186809018 1.62881112 --------------------------------------------------- Iteration : 250 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 11 --> 89.1998291 sigma out 15 active outputs RANK 2 NODE 3 --> 47.301651 sigma out 15 active outputs RANK 3 NODE 2 --> 44.2750092 sigma out 15 active outputs RANK 4 NODE 1 --> 40.6937752 sigma out 15 active outputs RANK 5 NODE 9 --> 32.806015 sigma out 15 active outputs RANK 6 NODE 5 --> 27.290781 sigma out 15 active outputs RANK 7 NODE 8 --> 24.5169888 sigma out 15 active outputs RANK 8 NODE 7 --> 19.620163 sigma out 15 active outputs RANK 9 NODE 13 --> 16.8132668 sigma out 15 active outputs RANK 10 NODE 10 --> 13.7548323 sigma out 15 active outputs RANK 11 NODE 6 --> 13.7423153 sigma out 15 active outputs RANK 12 NODE 12 --> 13.0887423 sigma out 15 active outputs RANK 13 NODE 4 --> 8.32823563 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 85.1409225 sigma in 13act. ( 77.892807 sig out 1act.) RANK 2 NODE 15 --> 72.1914215 sigma in 13act. ( 88.0417862 sig out 1act.) RANK 3 NODE 11 --> 43.2528572 sigma in 13act. ( 46.0931931 sig out 1act.) RANK 4 NODE 14 --> 27.3826256 sigma in 13act. ( 25.8851147 sig out 1act.) RANK 5 NODE 10 --> 26.9801521 sigma in 13act. ( 23.1567822 sig out 1act.) RANK 6 NODE 7 --> 25.9632931 sigma in 13act. ( 30.184803 sig out 1act.) RANK 7 NODE 5 --> 16.7932453 sigma in 13act. ( 18.4524574 sig out 1act.) RANK 8 NODE 12 --> 14.3941307 sigma in 13act. ( 15.0765572 sig out 1act.) RANK 9 NODE 2 --> 12.5593548 sigma in 13act. ( 14.6358814 sig out 1act.) RANK 10 NODE 4 --> 12.3441248 sigma in 13act. ( 13.7897415 sig out 1act.) RANK 11 NODE 13 --> 10.4225731 sigma in 13act. ( 10.45854 sig out 1act.) RANK 12 NODE 3 --> 8.72283649 sigma in 13act. ( 9.24826431 sig out 1act.) RANK 13 NODE 8 --> 6.72608614 sigma in 13act. ( 5.40203667 sig out 1act.) RANK 14 NODE 9 --> 2.16993308 sigma in 13act. ( 0.408797204 sig out 1act.) RANK 15 NODE 6 --> 1.25482929 sigma in 13act. ( 0.147587389 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 88.0417862 sigma out 1act.( 72.1914215 sig in 13act.) RANK 2 NODE 1 --> 77.892807 sigma out 1act.( 85.1409225 sig in 13act.) RANK 3 NODE 11 --> 46.0931931 sigma out 1act.( 43.2528572 sig in 13act.) RANK 4 NODE 7 --> 30.184803 sigma out 1act.( 25.9632931 sig in 13act.) RANK 5 NODE 14 --> 25.8851147 sigma out 1act.( 27.3826256 sig in 13act.) RANK 6 NODE 10 --> 23.1567822 sigma out 1act.( 26.9801521 sig in 13act.) RANK 7 NODE 5 --> 18.4524574 sigma out 1act.( 16.7932453 sig in 13act.) RANK 8 NODE 12 --> 15.0765572 sigma out 1act.( 14.3941307 sig in 13act.) RANK 9 NODE 2 --> 14.6358814 sigma out 1act.( 12.5593548 sig in 13act.) RANK 10 NODE 4 --> 13.7897415 sigma out 1act.( 12.3441248 sig in 13act.) RANK 11 NODE 13 --> 10.45854 sigma out 1act.( 10.4225731 sig in 13act.) RANK 12 NODE 3 --> 9.24826431 sigma out 1act.( 8.72283649 sig in 13act.) RANK 13 NODE 8 --> 5.40203667 sigma out 1act.( 6.72608614 sig in 13act.) RANK 14 NODE 9 --> 0.408797204 sigma out 1act.( 2.16993308 sig in 13act.) RANK 15 NODE 6 --> 0.147587389 sigma out 1act.( 1.25482929 sig in 13act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 138.769852 sigma in 15 active inputs *********************************************** *** Learn Path 250 *** loss function: -0.541481018 *** contribution from regularisation: 0.00339816953 *** contribution from error: -0.544879198 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE SAVING EXPERTISE TO expert.nb NB_AHISTOUT: storage space 28767 Closing output file done