NNInput NNInputs_120.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= 184358 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 = 46926 nbkg = 137432 Bkg Entries: 137432 Sig Entries: 46926 Chosen entries: 46926 Signal fraction: 1 Background fraction: 0.341449 Signal Tree Copy Condition: Background Tree Copy Condition: Actual Background Entries: 137432 Actual Signal Entries: 46926 Entries to split: 46926 Test with : 23463 Train with : 23463 ********************************************* * 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= 46926 for Signal Prepared event 0 for Signal with 46926 events ====Entry 0 Variable Ht : 156.497 Variable LepAPt : 24.4462 Variable LepBPt : 15.2546 Variable MetSigLeptonsJets : 4.03888 Variable MetSpec : 26.0087 Variable SumEtLeptonsJets : 113.473 Variable VSumJetLeptonsPt : 37.0367 Variable addEt : 82.7245 Variable dPhiLepSumMet : 0.85328 Variable dPhiLeptons : 0.330941 Variable dRLeptons : 0.538617 Variable lep1_E : 30.9903 Variable lep2_E : 15.9065 ===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 = 2120 Ht = 156.497 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 24.4462 LepAPt = 24.4462 LepBEt = 15.2546 LepBPt = 15.2546 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 43.0236 MetDelPhi = 0.649165 MetSig = 3.00203 MetSigLeptonsJets = 4.03888 MetSpec = 26.0087 Mjj = 0 MostCentralJetEta = -1.64867 MtllMet = 86.7807 Njets = 1 SB = 0 SumEt = 205.392 SumEtJets = 0 SumEtLeptonsJets = 113.473 Target = 1 TrainWeight = 1 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 37.0367 addEt = 82.7245 dPhiLepSumMet = 0.85328 dPhiLeptons = 0.330941 dRLeptons = 0.538617 diltype = 45 dimass = 10.4324 event = 71 jet1_Et = 73.7722 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 30.9903 lep2_E = 15.9065 rand = 0.999742 run = 232428 weight = 1.10299e-06 ===Show End Prepared event 10000 for Signal with 46926 events Prepared event 20000 for Signal with 46926 events Prepared event 30000 for Signal with 46926 events Prepared event 40000 for Signal with 46926 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= 137432 for Background Prepared event 0 for Background with 137432 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 = 0.338272 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 = 0.00296168 ===Show End Prepared event 10000 for Background with 137432 events Prepared event 20000 for Background with 137432 events Prepared event 30000 for Background with 137432 events Prepared event 40000 for Background with 137432 events Prepared event 50000 for Background with 137432 events Prepared event 60000 for Background with 137432 events Prepared event 70000 for Background with 137432 events Prepared event 80000 for Background with 137432 events Prepared event 90000 for Background with 137432 events Prepared event 100000 for Background with 137432 events Prepared event 110000 for Background with 137432 events Prepared event 120000 for Background with 137432 events Prepared event 130000 for Background with 137432 events Warning: found 4466 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 184358 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 4466 negative weights. Signal fraction: 63.2752838 % ------------------------------ 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 60.0048981 62.9296989 65.2397766 66.7401581 68.0360107 69.1253586 70.2173691 71.045105 71.8653488 72.6131592 73.4772873 74.2044373 74.9112244 75.5057678 76.1252899 76.7144318 77.2328873 77.9392776 78.4938354 79.0642548 79.6371841 80.2464294 80.7509155 81.2708359 82.0268326 82.7659836 83.5684967 84.396553 85.1965027 86.04245 86.9114685 87.7252808 88.6208115 89.3183899 90.2326965 91.2069092 92.0810623 92.9797058 93.9091187 95.0127869 95.8515472 96.7969971 97.7461929 98.6077042 99.5310211 100.454163 101.307251 102.151115 103.062668 103.981064 104.649933 105.507172 106.270622 107.104706 108.009102 108.911926 109.764275 110.631378 111.483917 112.44136 113.389389 114.35598 115.356941 116.444565 117.527145 118.682587 119.976273 121.422394 122.815659 124.374985 126.028755 127.683655 129.180725 131.039337 132.706223 134.488861 136.43898 138.319962 140.269775 142.394684 144.628357 146.869171 149.088959 151.61882 154.291901 157.038849 160.458893 163.680389 167.558792 171.91391 176.129364 181.693359 187.481567 194.212921 202.281036 210.678467 222.990158 238.248932 261.834473 304.102905 893.967896 ------------------------------ Transdef: Tab for variable 3 20.0020027 20.3581371 20.673563 20.9416847 21.1520271 21.4060001 21.5868454 21.8338623 22.056469 22.2733059 22.4689598 22.6565075 22.8258018 22.9896049 23.1792259 23.311657 23.5014877 23.6932125 23.9035606 24.1206112 24.3205509 24.5036583 24.6967278 24.8947792 25.0911942 25.2980137 25.4897003 25.6847267 25.8617554 26.0709839 26.2587872 26.460453 26.6442833 26.8625221 27.0731239 27.2434387 27.4591675 27.6888657 27.9083252 28.1133137 28.2939568 28.4879932 28.6702576 28.8629894 29.0890541 29.2969894 29.5070381 29.7235355 29.9492283 30.1960373 30.4450569 30.6214485 30.8244591 31.0836792 31.3147068 31.5544357 31.7833824 31.9884739 32.1994247 32.4756622 32.7368546 33.012722 33.2546005 33.5805969 33.8408127 34.1144905 34.401207 34.7156792 35.0457687 35.3755493 35.7299881 36.0805283 36.4559097 36.8348885 37.1768951 37.5454254 37.947258 38.3932457 38.8757858 39.3103523 39.7930527 40.283493 40.7359657 41.2882004 41.8497429 42.4476929 43.1209145 43.8420715 44.5995331 45.5126724 46.4091568 47.5797501 48.9230347 50.5214043 52.1284637 54.5767899 57.3873672 61.3523178 66.3655548 76.4971771 258.281677 ------------------------------ Transdef: Tab for variable 4 10.0000496 10.0913963 10.1866455 10.2945404 10.3906898 10.484725 10.5743694 10.6648216 10.7715206 10.8720055 10.9772987 11.0671329 11.1800251 11.2813244 11.3824291 11.4854259 11.5905094 11.6938915 11.8034439 11.9058638 12.0295162 12.1508636 12.2635632 12.3612232 12.4835062 12.5975733 12.7295837 12.836031 12.9508715 13.0749493 13.2159319 13.3405514 13.4741688 13.5857353 13.7089939 13.836215 13.9603815 14.0811615 14.2085953 14.3700199 14.493784 14.6348991 14.7684345 14.9090748 15.0572834 15.2079182 15.3555841 15.4735546 15.6260595 15.7659378 15.9141636 16.0704575 16.2540874 16.4115906 16.5578957 16.7102127 16.8754349 17.0319138 17.2126999 17.4083138 17.5845947 17.7465038 17.9565735 18.1293869 18.3138943 18.4950809 18.7085152 18.9108791 19.124115 19.3569832 19.5883827 19.8185081 20.0447407 20.2623081 20.4084091 20.616087 20.8211937 21.0484314 21.2998104 21.5666256 21.8466034 22.0865517 22.3921986 22.6851463 22.9868431 23.3342743 23.6797714 24.0635662 24.4537392 24.9133625 25.3780327 25.9177094 26.4964714 27.0648613 27.8419743 28.7532978 29.9245987 31.6191864 33.9666138 38.4693527 86.878418 ------------------------------ Transdef: Tab for variable 5 1.06199944 2.35302782 2.73338127 2.99834919 3.20945406 3.39905691 3.57368994 3.73918915 3.87976074 4.01353168 4.11626339 4.20643282 4.30434895 4.39298868 4.48396301 4.56273842 4.63552284 4.70160961 4.77648544 4.84401512 4.91591406 4.98406124 5.04981136 5.10974598 5.16284513 5.21384048 5.26993847 5.31672955 5.36589146 5.40950108 5.4554987 5.49639893 5.52667046 5.56465244 5.60898495 5.64806604 5.68866539 5.72969437 5.76819372 5.81200457 5.85029697 5.89940786 5.9389739 5.97716522 6.01483345 6.05278111 6.0918026 6.13209915 6.17758942 6.21747398 6.25012493 6.28786087 6.32561636 6.36441278 6.40728569 6.44602442 6.48433352 6.52091408 6.56323195 6.60221481 6.63839149 6.67677546 6.72014427 6.75290346 6.7871232 6.82443047 6.86472225 6.90566397 6.95295334 6.98842907 7.03201103 7.07889271 7.12440968 7.16905308 7.20869303 7.25190258 7.30043983 7.34440613 7.39562798 7.44386625 7.49331331 7.54047966 7.60289097 7.66283846 7.7265358 7.79632378 7.85770226 7.9271245 7.99592161 8.07434559 8.1572094 8.23936081 8.35028076 8.46340561 8.60999107 8.75546265 8.9497366 9.22206593 9.5848093 10.2788191 18.191782 ------------------------------ Transdef: Tab for variable 6 15.0119848 19.3735161 23.6234245 25.5363541 26.3317719 27.2135201 27.9486046 28.767662 29.4257545 30.0812683 30.6439896 31.1611671 31.6548309 32.1429749 32.6383896 33.0246773 33.4027405 33.7950325 34.2143784 34.6135788 34.8992462 35.2472992 35.6113586 35.9472046 36.2617226 36.6113129 36.909523 37.2010384 37.5427055 37.8405647 38.1890373 38.5052376 38.8148804 39.0998726 39.3724556 39.7328072 40.0695534 40.3410263 40.667572 40.9934082 41.291954 41.6389847 41.9706993 42.3408737 42.6986923 43.0322495 43.3109932 43.7390823 44.0080338 44.3803444 44.7604942 45.1303444 45.5424805 45.9263344 46.3307381 46.7493134 47.1545944 47.5289612 47.9612198 48.3287811 48.7399826 49.1623001 49.5617371 50.0003891 50.4081116 50.7982864 51.2026749 51.6343079 52.0869484 52.5661659 53.0688782 53.4883347 53.9808922 54.4540863 54.981369 55.4517136 55.9553223 56.4887161 56.988884 57.4851074 58.0699234 58.6432152 59.2546616 59.902916 60.6599121 61.4348145 62.2853012 63.2156372 64.359642 65.5455322 66.9221191 68.4266739 69.9138336 71.8766327 73.9194489 76.3974762 79.3762054 83.6630173 89.9935913 100.014137 297.292999 ------------------------------ Transdef: Tab for variable 7 30.1229668 32.7301216 33.7204971 34.3496704 34.8877411 35.3776855 35.8160248 36.2803001 36.7783318 37.1289177 37.4728203 37.8295746 38.151207 38.5116844 38.7893295 39.0799789 39.3262863 39.611412 39.8888969 40.1755829 40.4096222 40.714901 41.0210075 41.3392448 41.6551552 42.040947 42.3757362 42.7342911 43.1404343 43.6035538 44.0475731 44.5896416 44.9911003 45.4043732 45.8753014 46.3500443 46.9109039 47.414238 48.0170364 48.5590439 49.1505356 49.7094116 50.2861671 50.7973747 51.2810555 51.8371353 52.4030762 52.9626007 53.4573898 54.0237503 54.6304932 55.204216 55.7828636 56.339695 57.0324745 57.7416153 58.4224091 59.0967026 59.8703232 60.7185173 61.3055801 62.2394257 63.1548042 64.1861267 65.3506317 66.5908051 67.7736588 69.1060638 70.4579163 71.6482849 73.1658936 74.3716125 75.7655334 77.0596771 78.525589 79.7822266 81.4326782 83.0122833 84.9374695 86.7371368 88.6790543 90.7557373 92.8746643 95.1007843 97.4412842 100.072906 102.824974 105.736649 108.772484 112.387161 116.600479 121.31842 126.177193 131.886581 139.08313 148.094177 158.095398 170.403122 190.024109 220.40448 521.871643 ------------------------------ Transdef: Tab for variable 8 1.96929502 20.7611313 25.7696743 28.630558 30.1796875 31.1613197 32.0386276 32.7450638 33.2537766 33.7316589 34.0111771 34.3836021 34.7855072 35.1258926 35.4929276 35.8208237 36.1155014 36.4153824 36.7150421 37.0015678 37.2527542 37.5303192 37.7698441 38.0315094 38.276371 38.5340729 38.7332802 38.9491158 39.1917801 39.4436684 39.6620064 39.8880157 40.1213722 40.3831253 40.6786194 40.9443512 41.2198753 41.494072 41.8246078 42.1600189 42.4833145 42.7709312 43.0873184 43.4078827 43.7207489 44.0386848 44.4102669 44.8105774 45.1793289 45.4663467 45.8640137 46.2656631 46.6488876 47.0363312 47.4310112 47.84058 48.1481667 48.538353 48.8895569 49.2615585 49.6109467 50.0000572 50.3787346 50.8049927 51.1829948 51.5856552 52.0005264 52.4276047 52.8214417 53.1834259 53.6145325 54.0396461 54.5485077 55.0100365 55.4681549 55.9731827 56.5480347 57.0559311 57.6321106 58.1699295 58.7639847 59.3942108 60.1163025 60.8422852 61.6601868 62.597641 63.5360947 64.6300354 65.8480225 67.108078 68.5894089 70.1156845 72.0188904 74.2817154 76.8559265 79.1910553 82.9236755 87.8522491 95.0591888 109.277328 406.55069 ------------------------------ Transdef: Tab for variable 9 49.4992676 62.515461 64.3800507 65.9452515 67.1135406 68.1794434 69.1670456 70.1372833 70.8647614 71.5500488 72.3013687 73.0130463 73.7185287 74.3277969 74.9263 75.4499664 75.9178467 76.4828644 76.9571991 77.3613434 77.970192 78.4178162 78.91716 79.4408188 79.8264694 80.3710938 80.8169632 81.2574921 81.8085175 82.4065323 83.0089874 83.6435165 84.2246552 84.7724609 85.4370117 86.1243134 86.6898041 87.2124939 87.8289642 88.5262909 89.0686264 89.6980286 90.3427429 90.9595871 91.6305466 92.2429962 92.9339066 93.5950165 94.4400177 95.1938934 95.794014 96.4775391 97.1848755 97.9428558 98.5848389 99.2585907 100.004082 100.702187 101.324074 102.053345 102.761299 103.456833 104.176758 104.832138 105.467842 106.065666 106.640739 107.32576 107.972992 108.637436 109.231323 109.895706 110.569283 111.27861 111.940125 112.635712 113.290176 114.03907 114.806908 115.558151 116.379623 117.237663 118.05616 118.960999 119.957054 120.955643 122.180901 123.235077 124.626953 126.374527 128.260345 130.206177 132.511078 135.341522 139.017273 143.663925 148.635651 156.321503 167.752045 189.525665 593.580139 ------------------------------ Transdef: Tab for variable 10 0.0050833188 0.879867554 1.14342499 1.31477427 1.47565436 1.59874201 1.71722269 1.8047688 1.90264642 1.98325872 2.05016899 2.11113071 2.16708469 2.22157502 2.26960516 2.31593847 2.35427904 2.39442682 2.42876101 2.46097374 2.49203777 2.5224309 2.5535152 2.58200216 2.60883045 2.62820768 2.65078473 2.67591286 2.69926977 2.71956635 2.74021721 2.75865388 2.77390575 2.7911973 2.80391598 2.82010126 2.83436441 2.84656596 2.85751057 2.86806107 2.87915134 2.88910198 2.89714909 2.90650702 2.91649151 2.92461491 2.93263149 2.9397912 2.94860506 2.95509171 2.96159887 2.96771049 2.97398853 2.97940969 2.9848156 2.98966742 2.99381709 2.99941444 3.00421619 3.00924873 3.01396704 3.01827765 3.02277517 3.02727699 3.03124094 3.03487444 3.03953838 3.04331946 3.04738975 3.0515213 3.05521727 3.05826855 3.06174421 3.06496811 3.06884527 3.07202864 3.07503319 3.07840109 3.08168125 3.08453727 3.08793974 3.0911026 3.09432793 3.09736347 3.10045195 3.10301661 3.1055584 3.10836077 3.11070061 3.11351633 3.11611462 3.11861277 3.12107944 3.12403822 3.12651491 3.12910128 3.131567 3.13355565 3.1362114 3.13886499 3.14158177 ------------------------------ Transdef: Tab for variable 11 1.13248825E-05 0.00567364693 0.0112115145 0.0195862055 0.0258314703 0.0346772671 0.0430320427 0.0517415665 0.059787631 0.0674426556 0.0762695074 0.0841106251 0.0923120975 0.099878259 0.108464718 0.117032513 0.125205517 0.133399755 0.141133457 0.149332881 0.156965017 0.163802147 0.171221614 0.177559391 0.183710575 0.190562755 0.197785258 0.205189228 0.211568356 0.218490958 0.224907041 0.230902314 0.237106085 0.243689299 0.249951363 0.256710231 0.262577951 0.267750978 0.273460299 0.279358149 0.285573483 0.291684985 0.297962636 0.303747654 0.310361385 0.316017985 0.322562099 0.329110026 0.335122347 0.340847373 0.346795917 0.352833867 0.359164566 0.365359247 0.371885747 0.377553105 0.383285135 0.388761282 0.394370526 0.400186956 0.406319231 0.412123084 0.418006182 0.423713565 0.429894954 0.435926437 0.441607296 0.447277844 0.453066736 0.459258258 0.46535629 0.471852332 0.476996422 0.484076619 0.49136126 0.498667955 0.505037189 0.511788368 0.519073606 0.526067495 0.533935905 0.541552663 0.550085783 0.558490634 0.567124844 0.577230096 0.586524963 0.597683311 0.607759595 0.618498683 0.632015467 0.643210649 0.654345036 0.669943929 0.690244198 0.709318399 0.731199622 0.758911014 0.800150454 0.85856694 1.11657131 ------------------------------ Transdef: Tab for variable 12 0.101147845 0.200516686 0.227558792 0.247514606 0.26077649 0.273215115 0.284318745 0.294958234 0.304107666 0.313118517 0.322315246 0.330617428 0.338973731 0.346288472 0.352029949 0.358002841 0.365696192 0.37253809 0.378695369 0.385381073 0.390830874 0.396889955 0.401911527 0.406497061 0.411401302 0.416161567 0.420472801 0.425470889 0.429436296 0.434261799 0.438409001 0.442839563 0.446900666 0.451966226 0.456217229 0.459974527 0.464235008 0.468609601 0.471799254 0.47519061 0.479244411 0.482819349 0.487021089 0.490641236 0.495032758 0.498828053 0.502404332 0.506505609 0.510312676 0.513790488 0.517950714 0.521858215 0.525872171 0.529691577 0.534383237 0.538967609 0.543308496 0.547915459 0.55249387 0.5569098 0.56105125 0.565361977 0.569805622 0.574571252 0.578855634 0.583880305 0.58899039 0.593734264 0.598348618 0.603326917 0.607859969 0.613798618 0.619285166 0.624103904 0.629956841 0.636563182 0.64267385 0.649747014 0.655887067 0.661962569 0.668721855 0.675216913 0.681524634 0.687918901 0.694771111 0.702375531 0.709275007 0.717632234 0.726042032 0.73537755 0.744214356 0.752719641 0.764912844 0.77687484 0.791845918 0.804907084 0.823129475 0.846737921 0.87702471 0.915858626 1.13539624 ------------------------------ Transdef: Tab for variable 13 20.0293255 21.3960609 22.1673012 22.7138367 23.2656727 23.7334709 24.2261658 24.7080975 25.1052437 25.5073929 25.902504 26.2789078 26.6495056 27.011755 27.3193989 27.6789818 28.0357323 28.3457489 28.651638 28.918438 29.2225914 29.5438385 29.82304 30.0953865 30.414753 30.6887856 30.9460907 31.2305717 31.5116158 31.8173027 32.112648 32.4093628 32.6937447 32.9983749 33.2924423 33.6117439 33.8860397 34.2234039 34.4663239 34.7269783 35.092926 35.3869476 35.6877518 36.0096283 36.286026 36.5918045 36.9400253 37.2742767 37.6111221 37.966465 38.328598 38.7009659 39.086792 39.4961929 39.8568649 40.304863 40.7283325 41.1387024 41.504982 41.9775391 42.4929962 42.9376373 43.3906784 43.8568802 44.3753281 44.9123001 45.4363823 46.0089111 46.529171 47.0929031 47.6899414 48.3542862 49.0381317 49.7297897 50.4644394 51.2043839 51.9472008 52.7859497 53.6896973 54.6352539 55.4279213 56.3748665 57.3392792 58.4745712 59.6850433 60.8501434 62.2728462 63.773777 65.2816162 66.8121872 68.4973755 70.1930542 72.4239502 75.1442261 77.8028336 81.0208893 85.1192398 89.64534 95.402298 107.400818 381.504089 ------------------------------ Transdef: Tab for variable 14 10.0084028 10.5826302 10.9671917 11.2591486 11.4972 11.7327118 11.9518967 12.1923962 12.3663082 12.59412 12.8064175 13.0155478 13.229599 13.4460373 13.6272535 13.8184948 14.0130854 14.2202158 14.4137411 14.5951366 14.7963648 15.0066376 15.1909609 15.4201345 15.6039829 15.7845516 15.9580593 16.1572189 16.3574505 16.5543327 16.738121 16.9081879 17.1186295 17.3530922 17.5906448 17.7908573 17.9631176 18.1619225 18.3243141 18.5348396 18.7307034 18.9408207 19.1356926 19.3472023 19.5604343 19.7994118 19.9885044 20.2081642 20.4453201 20.6366196 20.8516598 21.069191 21.2700577 21.496006 21.7172012 21.9185638 22.1459026 22.3439217 22.6033535 22.8455887 23.1121712 23.3640022 23.6523514 23.9510078 24.2521744 24.5338554 24.8041115 25.0725651 25.3962135 25.7016354 25.9942017 26.3145752 26.6170559 26.9636955 27.3035412 27.6633873 28.0573006 28.466938 28.8606644 29.2585411 29.6658745 30.1947937 30.6821404 31.2342529 31.7740211 32.4262238 33.131691 33.91436 34.6658287 35.5705719 36.5002937 37.6505203 38.9165268 39.9458084 41.2092056 42.8793449 44.95504 47.7740402 52.108017 58.4947815 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 53.0 37.0 28.0 5.0 28.7 51.5 34.6 47.8 -30.5 -7.7 -19.0 6.4 -0.4 2 53.0 100.0 63.4 46.3 11.2 54.7 94.0 59.7 89.2 -51.7 -22.3 -42.2 31.8 18.4 3 37.0 63.4 100.0 23.1 -8.8 22.3 66.7 43.5 69.4 -20.0 -21.7 -45.8 65.0 4.9 4 28.0 46.3 23.1 100.0 -3.4 18.6 48.0 33.5 50.9 -14.4 -25.8 -51.2 7.9 68.0 5 5.0 11.2 -8.8 -3.4 100.0 79.3 -16.9 43.0 40.0 33.8 1.2 5.0 -12.4 -7.1 6 28.7 54.7 22.3 18.6 79.3 100.0 31.7 69.6 72.0 -0.9 -9.0 -15.3 5.3 3.3 7 51.5 94.0 66.7 48.0 -16.9 31.7 100.0 52.6 76.4 -58.7 -21.6 -42.8 35.9 21.0 8 34.6 59.7 43.5 33.5 43.0 69.6 52.6 100.0 73.1 -7.2 -17.9 -30.7 21.1 14.0 9 47.8 89.2 69.4 50.9 40.0 72.0 76.4 73.1 100.0 -24.8 -24.3 -47.4 36.7 22.4 10 -30.5 -51.7 -20.0 -14.4 33.8 -0.9 -58.7 -7.2 -24.8 100.0 5.9 11.7 -8.0 -3.5 11 -7.7 -22.3 -21.7 -25.8 1.2 -9.0 -21.6 -17.9 -24.3 5.9 100.0 55.3 -10.1 -16.6 12 -19.0 -42.2 -45.8 -51.2 5.0 -15.3 -42.8 -30.7 -47.4 11.7 55.3 100.0 -23.2 -27.1 13 6.4 31.8 65.0 7.9 -12.4 5.3 35.9 21.1 36.7 -8.0 -10.1 -23.2 100.0 36.8 14 -0.4 18.4 4.9 68.0 -7.1 3.3 21.0 14.0 22.4 -3.5 -16.6 -27.1 36.8 100.0 TOTAL CORRELATION TO TARGET (diagonal) 115.470567 TOTAL CORRELATION OF ALL VARIABLES 57.9916847 ROUND 1: MAX CORR ( 57.9915812) AFTER KILLING INPUT VARIABLE 6 CONTR 0.109537027 ROUND 2: MAX CORR ( 57.9697209) AFTER KILLING INPUT VARIABLE 11 CONTR 1.59215117 ROUND 3: MAX CORR ( 57.9378806) AFTER KILLING INPUT VARIABLE 7 CONTR 1.9210771 ROUND 4: MAX CORR ( 57.7627963) AFTER KILLING INPUT VARIABLE 5 CONTR 4.5008195 ROUND 5: MAX CORR ( 57.735279) AFTER KILLING INPUT VARIABLE 9 CONTR 1.78274916 ROUND 6: MAX CORR ( 57.556268) AFTER KILLING INPUT VARIABLE 8 CONTR 4.54295663 ROUND 7: MAX CORR ( 57.3097817) AFTER KILLING INPUT VARIABLE 10 CONTR 5.3209871 ROUND 8: MAX CORR ( 56.8675948) AFTER KILLING INPUT VARIABLE 13 CONTR 7.10547235 ROUND 9: MAX CORR ( 56.4459572) AFTER KILLING INPUT VARIABLE 3 CONTR 6.9121091 ROUND 10: MAX CORR ( 56.0084848) AFTER KILLING INPUT VARIABLE 12 CONTR 7.0139657 ROUND 11: MAX CORR ( 53.9847544) AFTER KILLING INPUT VARIABLE 4 CONTR 14.9196737 ROUND 12: MAX CORR ( 52.9939969) AFTER KILLING INPUT VARIABLE 14 CONTR 10.2951447 LAST REMAINING VARIABLE: 2 total correlation to target: 57.9916847 % total significance: 111.979945 sigma correlations of single variables to target: variable 2: 52.9939969 % , in sigma: 102.329582 variable 3: 37.0152428 % , in sigma: 71.4751585 variable 4: 27.9733114 % , in sigma: 54.0155005 variable 5: 5.02497906 % , in sigma: 9.70306144 variable 6: 28.6624523 % , in sigma: 55.3462079 variable 7: 51.4724885 % , in sigma: 99.3916019 variable 8: 34.6272472 % , in sigma: 66.8640213 variable 9: 47.7859883 % , in sigma: 92.273097 variable 10: -30.5066223 % , in sigma: 58.9072366 variable 11: -7.74959687 % , in sigma: 14.9642045 variable 12: -19.0321518 % , in sigma: 36.7504293 variable 13: 6.37358591 % , in sigma: 12.3071748 variable 14: -0.384194307 % , in sigma: 0.741865969 variables sorted by significance: 1 most relevant variable 2 corr 52.9939957 , in sigma: 102.32958 2 most relevant variable 14 corr 10.295145 , in sigma: 19.8795703 3 most relevant variable 4 corr 14.9196739 , in sigma: 28.8093763 4 most relevant variable 12 corr 7.01396561 , in sigma: 13.5437259 5 most relevant variable 3 corr 6.9121089 , in sigma: 13.3470441 6 most relevant variable 13 corr 7.10547256 , in sigma: 13.7204227 7 most relevant variable 10 corr 5.32098722 , in sigma: 10.274643 8 most relevant variable 8 corr 4.54295683 , in sigma: 8.77229311 9 most relevant variable 9 corr 1.78274918 , in sigma: 3.44242723 10 most relevant variable 5 corr 4.50081968 , in sigma: 8.69092773 11 most relevant variable 7 corr 1.92107713 , in sigma: 3.70953375 12 most relevant variable 11 corr 1.59215117 , in sigma: 3.07438904 13 most relevant variable 6 corr 0.109537028 , in sigma: 0.211512227 global correlations between input variables: variable 2: 99.0113609 % variable 3: 93.7390496 % variable 4: 90.1012055 % variable 5: 94.9589197 % variable 6: 93.1459131 % variable 7: 98.5691586 % variable 8: 83.9397474 % variable 9: 98.6724443 % variable 10: 72.8708001 % variable 11: 56.2883575 % variable 12: 73.423229 % variable 13: 84.6094518 % variable 14: 86.0144288 % significance loss when removing single variables: variable 2: corr = 5.22619457 % , sigma = 10.0916016 variable 3: corr = 10.0276624 % , sigma = 19.3630705 variable 4: corr = 11.2868429 % , sigma = 21.7945047 variable 5: corr = 4.30747889 % , sigma = 8.31759332 variable 6: corr = 0.109537027 % , sigma = 0.211512226 variable 7: corr = 1.81962559 % , sigma = 3.51363431 variable 8: corr = 3.26320008 % , sigma = 6.30112691 variable 9: corr = 4.15353799 % , sigma = 8.02033876 variable 10: corr = 5.98395478 % , sigma = 11.5548105 variable 11: corr = 1.59399506 % , sigma = 3.07794954 variable 12: corr = 6.50042542 % , sigma = 12.5520975 variable 13: corr = 6.8692298 % , sigma = 13.2642461 variable 14: corr = 7.83538237 % , sigma = 15.1298534 Keep only 10 most significant input variables ------------------------------------- Teacher: actual network topology: Nodes(1) = 11 Nodes(2) = 15 Nodes(3) = 1 ------------------------------------- --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 27.5587826 sigma out 15 active outputs RANK 2 NODE 6 --> 27.3300209 sigma out 15 active outputs RANK 3 NODE 4 --> 23.8842583 sigma out 15 active outputs RANK 4 NODE 5 --> 21.0086536 sigma out 15 active outputs RANK 5 NODE 7 --> 20.4834862 sigma out 15 active outputs RANK 6 NODE 11 --> 17.6894436 sigma out 15 active outputs RANK 7 NODE 9 --> 16.2741356 sigma out 15 active outputs RANK 8 NODE 2 --> 16.1724205 sigma out 15 active outputs RANK 9 NODE 10 --> 15.8071327 sigma out 15 active outputs RANK 10 NODE 8 --> 14.5883198 sigma out 15 active outputs RANK 11 NODE 3 --> 12.2406664 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 33.5409737 sigma in 11act. ( 33.739502 sig out 1act.) RANK 2 NODE 2 --> 30.1077824 sigma in 11act. ( 33.9111443 sig out 1act.) RANK 3 NODE 12 --> 26.8218822 sigma in 11act. ( 25.9085674 sig out 1act.) RANK 4 NODE 5 --> 26.3928318 sigma in 11act. ( 25.8525238 sig out 1act.) RANK 5 NODE 15 --> 21.2930984 sigma in 11act. ( 20.870388 sig out 1act.) RANK 6 NODE 14 --> 12.7098846 sigma in 11act. ( 12.5279484 sig out 1act.) RANK 7 NODE 4 --> 11.0564899 sigma in 11act. ( 12.4820175 sig out 1act.) RANK 8 NODE 13 --> 10.6118593 sigma in 11act. ( 11.2063293 sig out 1act.) RANK 9 NODE 7 --> 8.3574295 sigma in 11act. ( 11.1713266 sig out 1act.) RANK 10 NODE 11 --> 3.35356355 sigma in 11act. ( 3.72439337 sig out 1act.) RANK 11 NODE 8 --> 1.95115399 sigma in 11act. ( 3.05166054 sig out 1act.) RANK 12 NODE 3 --> 1.74590242 sigma in 11act. ( 1.79614031 sig out 1act.) RANK 13 NODE 1 --> 1.62363768 sigma in 11act. ( 0.855194509 sig out 1act.) RANK 14 NODE 9 --> 1.10448241 sigma in 11act. ( 0.500875175 sig out 1act.) RANK 15 NODE 6 --> 0.755765676 sigma in 11act. ( 0.139095411 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 33.9111443 sigma out 1act.( 30.1077824 sig in 11act.) RANK 2 NODE 10 --> 33.739502 sigma out 1act.( 33.5409737 sig in 11act.) RANK 3 NODE 12 --> 25.9085674 sigma out 1act.( 26.8218822 sig in 11act.) RANK 4 NODE 5 --> 25.8525238 sigma out 1act.( 26.3928318 sig in 11act.) RANK 5 NODE 15 --> 20.870388 sigma out 1act.( 21.2930984 sig in 11act.) RANK 6 NODE 14 --> 12.5279484 sigma out 1act.( 12.7098846 sig in 11act.) RANK 7 NODE 4 --> 12.4820175 sigma out 1act.( 11.0564899 sig in 11act.) RANK 8 NODE 13 --> 11.2063293 sigma out 1act.( 10.6118593 sig in 11act.) RANK 9 NODE 7 --> 11.1713266 sigma out 1act.( 8.3574295 sig in 11act.) RANK 10 NODE 11 --> 3.72439337 sigma out 1act.( 3.35356355 sig in 11act.) RANK 11 NODE 8 --> 3.05166054 sigma out 1act.( 1.95115399 sig in 11act.) RANK 12 NODE 3 --> 1.79614031 sigma out 1act.( 1.74590242 sig in 11act.) RANK 13 NODE 1 --> 0.855194509 sigma out 1act.( 1.62363768 sig in 11act.) RANK 14 NODE 9 --> 0.500875175 sigma out 1act.( 1.10448241 sig in 11act.) RANK 15 NODE 6 --> 0.139095411 sigma out 1act.( 0.755765676 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 68.2205429 sigma in 15 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 26.9105587 sigma out 15 active outputs RANK 2 NODE 6 --> 25.5639877 sigma out 15 active outputs RANK 3 NODE 4 --> 22.5957851 sigma out 15 active outputs RANK 4 NODE 5 --> 21.3949585 sigma out 15 active outputs RANK 5 NODE 7 --> 21.213295 sigma out 15 active outputs RANK 6 NODE 2 --> 20.2725563 sigma out 15 active outputs RANK 7 NODE 11 --> 17.7453098 sigma out 15 active outputs RANK 8 NODE 9 --> 16.2059536 sigma out 15 active outputs RANK 9 NODE 8 --> 15.8959703 sigma out 15 active outputs RANK 10 NODE 10 --> 14.7917948 sigma out 15 active outputs RANK 11 NODE 3 --> 12.2437334 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 32.7224617 sigma in 11act. ( 31.5646114 sig out 1act.) RANK 2 NODE 2 --> 31.8872261 sigma in 11act. ( 32.9378319 sig out 1act.) RANK 3 NODE 15 --> 22.3181343 sigma in 11act. ( 20.3837414 sig out 1act.) RANK 4 NODE 5 --> 21.5487919 sigma in 11act. ( 22.6227627 sig out 1act.) RANK 5 NODE 12 --> 21.356081 sigma in 11act. ( 22.2238388 sig out 1act.) RANK 6 NODE 4 --> 13.5885582 sigma in 11act. ( 11.7167044 sig out 1act.) RANK 7 NODE 7 --> 11.9921827 sigma in 11act. ( 11.5992403 sig out 1act.) RANK 8 NODE 14 --> 11.960537 sigma in 11act. ( 11.1372337 sig out 1act.) RANK 9 NODE 13 --> 11.1490765 sigma in 11act. ( 10.8748693 sig out 1act.) RANK 10 NODE 8 --> 9.2494421 sigma in 11act. ( 4.52829409 sig out 1act.) RANK 11 NODE 3 --> 9.20551014 sigma in 11act. ( 2.66323996 sig out 1act.) RANK 12 NODE 1 --> 6.93938398 sigma in 11act. ( 1.38245797 sig out 1act.) RANK 13 NODE 9 --> 6.22397518 sigma in 11act. ( 1.3445189 sig out 1act.) RANK 14 NODE 11 --> 5.87585688 sigma in 11act. ( 4.1436801 sig out 1act.) RANK 15 NODE 6 --> 3.50576496 sigma in 11act. ( 0.367070973 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 32.9378319 sigma out 1act.( 31.8872261 sig in 11act.) RANK 2 NODE 10 --> 31.5646114 sigma out 1act.( 32.7224617 sig in 11act.) RANK 3 NODE 5 --> 22.6227627 sigma out 1act.( 21.5487919 sig in 11act.) RANK 4 NODE 12 --> 22.2238388 sigma out 1act.( 21.356081 sig in 11act.) RANK 5 NODE 15 --> 20.3837414 sigma out 1act.( 22.3181343 sig in 11act.) RANK 6 NODE 4 --> 11.7167044 sigma out 1act.( 13.5885582 sig in 11act.) RANK 7 NODE 7 --> 11.5992403 sigma out 1act.( 11.9921827 sig in 11act.) RANK 8 NODE 14 --> 11.1372337 sigma out 1act.( 11.960537 sig in 11act.) RANK 9 NODE 13 --> 10.8748693 sigma out 1act.( 11.1490765 sig in 11act.) RANK 10 NODE 8 --> 4.52829409 sigma out 1act.( 9.2494421 sig in 11act.) RANK 11 NODE 11 --> 4.1436801 sigma out 1act.( 5.87585688 sig in 11act.) RANK 12 NODE 3 --> 2.66323996 sigma out 1act.( 9.20551014 sig in 11act.) RANK 13 NODE 1 --> 1.38245797 sigma out 1act.( 6.93938398 sig in 11act.) RANK 14 NODE 9 --> 1.3445189 sigma out 1act.( 6.22397518 sig in 11act.) RANK 15 NODE 6 --> 0.367070973 sigma out 1act.( 3.50576496 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 63.7585869 sigma in 15 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.424043506 *** contribution from regularisation: 0.00366613595 *** contribution from error: -0.427709639 *********************************************** -----------------> Test sample --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.459076017 *** contribution from regularisation: 0.00236852095 *** contribution from error: -0.461444527 *********************************************** -----------------> Test sample ENTER BFGS code START -42326.3867 0.743223727 0.975722969 EXIT FROM BFGS code FG_START 0. 0.743223727 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.477919459 *** contribution from regularisation: 0.00224935892 *** contribution from error: -0.480168819 *********************************************** -----------------> Test sample ENTER BFGS code FG_START -44054.1377 0.743223727 280.371063 EXIT FROM BFGS code FG_LNSRCH 0. 0.799403131 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.502132654 *** contribution from regularisation: 0.00277255592 *** contribution from error: -0.504905224 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46286.0863 0.799403131 -12.9624262 EXIT FROM BFGS code NEW_X -46286.0863 0.799403131 -12.9624262 ENTER BFGS code NEW_X -46286.0863 0.799403131 -12.9624262 EXIT FROM BFGS code FG_LNSRCH 0. 0.797196031 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.504132748 *** contribution from regularisation: 0.002834894 *** contribution from error: -0.506967664 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46470.4543 0.797196031 28.6733646 EXIT FROM BFGS code NEW_X -46470.4543 0.797196031 28.6733646 ENTER BFGS code NEW_X -46470.4543 0.797196031 28.6733646 EXIT FROM BFGS code FG_LNSRCH 0. 0.804372013 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.504387975 *** contribution from regularisation: 0.00296125514 *** contribution from error: -0.507349253 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46493.9765 0.804372013 18.6286449 EXIT FROM BFGS code NEW_X -46493.9765 0.804372013 18.6286449 ENTER BFGS code NEW_X -46493.9765 0.804372013 18.6286449 EXIT FROM BFGS code FG_LNSRCH 0. 0.814433217 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.504549026 *** contribution from regularisation: 0.00302491058 *** contribution from error: -0.507573962 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46508.827 0.814433217 -6.26438904 EXIT FROM BFGS code NEW_X -46508.827 0.814433217 -6.26438904 ENTER BFGS code NEW_X -46508.827 0.814433217 -6.26438904 EXIT FROM BFGS code FG_LNSRCH 0. 0.817438304 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.504844427 *** contribution from regularisation: 0.00295134797 *** contribution from error: -0.507795751 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46536.0553 0.817438304 -16.2368107 EXIT FROM BFGS code NEW_X -46536.0553 0.817438304 -16.2368107 ENTER BFGS code NEW_X -46536.0553 0.817438304 -16.2368107 EXIT FROM BFGS code FG_LNSRCH 0. 0.822127938 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.50661242 *** contribution from regularisation: 0.00258265925 *** contribution from error: -0.509195089 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46699.0249 0.822127938 -88.9994965 EXIT FROM BFGS code NEW_X -46699.0249 0.822127938 -88.9994965 ENTER BFGS code NEW_X -46699.0249 0.822127938 -88.9994965 EXIT FROM BFGS code FG_LNSRCH 0. 0.780659318 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 39.1615143 sigma out 15 active outputs RANK 2 NODE 1 --> 26.2011566 sigma out 15 active outputs RANK 3 NODE 7 --> 20.4023418 sigma out 15 active outputs RANK 4 NODE 3 --> 17.152235 sigma out 15 active outputs RANK 5 NODE 11 --> 15.0960703 sigma out 15 active outputs RANK 6 NODE 4 --> 12.5641823 sigma out 15 active outputs RANK 7 NODE 8 --> 10.3368196 sigma out 15 active outputs RANK 8 NODE 9 --> 9.46606827 sigma out 15 active outputs RANK 9 NODE 6 --> 9.26265335 sigma out 15 active outputs RANK 10 NODE 5 --> 8.36466789 sigma out 15 active outputs RANK 11 NODE 10 --> 8.24623203 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 34.6319809 sigma in 11act. ( 34.155117 sig out 1act.) RANK 2 NODE 3 --> 26.3688183 sigma in 11act. ( 31.8501701 sig out 1act.) RANK 3 NODE 1 --> 19.8897572 sigma in 11act. ( 21.7098637 sig out 1act.) RANK 4 NODE 2 --> 17.8290977 sigma in 11act. ( 17.6488171 sig out 1act.) RANK 5 NODE 15 --> 17.2934437 sigma in 11act. ( 13.5614882 sig out 1act.) RANK 6 NODE 8 --> 16.4657135 sigma in 11act. ( 14.8253517 sig out 1act.) RANK 7 NODE 9 --> 15.5373611 sigma in 11act. ( 13.8147907 sig out 1act.) RANK 8 NODE 5 --> 10.346447 sigma in 11act. ( 10.3081818 sig out 1act.) RANK 9 NODE 14 --> 7.40374088 sigma in 11act. ( 7.49759912 sig out 1act.) RANK 10 NODE 7 --> 6.85245752 sigma in 11act. ( 4.66539097 sig out 1act.) RANK 11 NODE 13 --> 6.83979177 sigma in 11act. ( 3.81682062 sig out 1act.) RANK 12 NODE 4 --> 4.89108706 sigma in 11act. ( 0.792797625 sig out 1act.) RANK 13 NODE 11 --> 4.07456779 sigma in 11act. ( 1.75775754 sig out 1act.) RANK 14 NODE 12 --> 3.72160673 sigma in 11act. ( 0.372032136 sig out 1act.) RANK 15 NODE 6 --> 2.60995483 sigma in 11act. ( 0.877122462 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 34.155117 sigma out 1act.( 34.6319809 sig in 11act.) RANK 2 NODE 3 --> 31.8501701 sigma out 1act.( 26.3688183 sig in 11act.) RANK 3 NODE 1 --> 21.7098637 sigma out 1act.( 19.8897572 sig in 11act.) RANK 4 NODE 2 --> 17.6488171 sigma out 1act.( 17.8290977 sig in 11act.) RANK 5 NODE 8 --> 14.8253517 sigma out 1act.( 16.4657135 sig in 11act.) RANK 6 NODE 9 --> 13.8147907 sigma out 1act.( 15.5373611 sig in 11act.) RANK 7 NODE 15 --> 13.5614882 sigma out 1act.( 17.2934437 sig in 11act.) RANK 8 NODE 5 --> 10.3081818 sigma out 1act.( 10.346447 sig in 11act.) RANK 9 NODE 14 --> 7.49759912 sigma out 1act.( 7.40374088 sig in 11act.) RANK 10 NODE 7 --> 4.66539097 sigma out 1act.( 6.85245752 sig in 11act.) RANK 11 NODE 13 --> 3.81682062 sigma out 1act.( 6.83979177 sig in 11act.) RANK 12 NODE 11 --> 1.75775754 sigma out 1act.( 4.07456779 sig in 11act.) RANK 13 NODE 6 --> 0.877122462 sigma out 1act.( 2.60995483 sig in 11act.) RANK 14 NODE 4 --> 0.792797625 sigma out 1act.( 4.89108706 sig in 11act.) RANK 15 NODE 12 --> 0.372032136 sigma out 1act.( 3.72160673 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 61.3334351 sigma in 15 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.508338928 *** contribution from regularisation: 0.00317520741 *** contribution from error: -0.511514127 *********************************************** -----------------> Test sample Iteration No: 10 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -46858.1751 0.780659318 -71.9424515 EXIT FROM BFGS code NEW_X -46858.1751 0.780659318 -71.9424515 ENTER BFGS code NEW_X -46858.1751 0.780659318 -71.9424515 EXIT FROM BFGS code FG_LNSRCH 0. 0.739799023 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.509359181 *** contribution from regularisation: 0.00367027428 *** contribution from error: -0.513029456 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46952.2188 0.739799023 -154.543884 EXIT FROM BFGS code FG_LNSRCH 0. 0.759329379 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.511437416 *** contribution from regularisation: 0.00214954116 *** contribution from error: -0.513586938 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47143.787 0.759329379 -113.826324 EXIT FROM BFGS code NEW_X -47143.787 0.759329379 -113.826324 ENTER BFGS code NEW_X -47143.787 0.759329379 -113.826324 EXIT FROM BFGS code FG_LNSRCH 0. 0.718923926 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.511576951 *** contribution from regularisation: 0.00286965747 *** contribution from error: -0.514446616 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47156.6539 0.718923926 34.5278435 EXIT FROM BFGS code NEW_X -47156.6539 0.718923926 34.5278435 ENTER BFGS code NEW_X -47156.6539 0.718923926 34.5278435 EXIT FROM BFGS code FG_LNSRCH 0. 0.70970583 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.512305915 *** contribution from regularisation: 0.0027848403 *** contribution from error: -0.515090764 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47223.8461 0.70970583 17.3208275 EXIT FROM BFGS code NEW_X -47223.8461 0.70970583 17.3208275 ENTER BFGS code NEW_X -47223.8461 0.70970583 17.3208275 EXIT FROM BFGS code FG_LNSRCH 0. 0.701669633 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.513039052 *** contribution from regularisation: 0.00275918562 *** contribution from error: -0.515798211 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47291.4248 0.701669633 -14.809927 EXIT FROM BFGS code NEW_X -47291.4248 0.701669633 -14.809927 ENTER BFGS code NEW_X -47291.4248 0.701669633 -14.809927 EXIT FROM BFGS code FG_LNSRCH 0. 0.646304488 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.51484704 *** contribution from regularisation: 0.00327806547 *** contribution from error: -0.518125117 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47458.0859 0.646304488 -41.7153511 EXIT FROM BFGS code NEW_X -47458.0859 0.646304488 -41.7153511 ENTER BFGS code NEW_X -47458.0859 0.646304488 -41.7153511 EXIT FROM BFGS code FG_LNSRCH 0. 0.599762917 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.516764224 *** contribution from regularisation: 0.00316083641 *** contribution from error: -0.519925058 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47634.8118 0.599762917 -50.2249718 EXIT FROM BFGS code NEW_X -47634.8118 0.599762917 -50.2249718 ENTER BFGS code NEW_X -47634.8118 0.599762917 -50.2249718 EXIT FROM BFGS code FG_LNSRCH 0. 0.577515602 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.517531335 *** contribution from regularisation: 0.00287000905 *** contribution from error: -0.520401359 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47705.5206 0.577515602 22.3766365 EXIT FROM BFGS code NEW_X -47705.5206 0.577515602 22.3766365 ENTER BFGS code NEW_X -47705.5206 0.577515602 22.3766365 EXIT FROM BFGS code FG_LNSRCH 0. 0.597854674 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.518082261 *** contribution from regularisation: 0.00257403706 *** contribution from error: -0.520656288 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47756.3033 0.597854674 19.2064476 EXIT FROM BFGS code NEW_X -47756.3033 0.597854674 19.2064476 ENTER BFGS code NEW_X -47756.3033 0.597854674 19.2064476 EXIT FROM BFGS code FG_LNSRCH 0. 0.603951216 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 71.3100967 sigma out 15 active outputs RANK 2 NODE 3 --> 45.6172981 sigma out 15 active outputs RANK 3 NODE 1 --> 31.462862 sigma out 15 active outputs RANK 4 NODE 7 --> 27.0880013 sigma out 15 active outputs RANK 5 NODE 11 --> 21.7078533 sigma out 15 active outputs RANK 6 NODE 9 --> 21.5881042 sigma out 15 active outputs RANK 7 NODE 8 --> 16.9885674 sigma out 15 active outputs RANK 8 NODE 4 --> 15.4332495 sigma out 15 active outputs RANK 9 NODE 6 --> 14.6028614 sigma out 15 active outputs RANK 10 NODE 5 --> 14.3757238 sigma out 15 active outputs RANK 11 NODE 10 --> 10.7812319 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 61.1981163 sigma in 11act. ( 65.259285 sig out 1act.) RANK 2 NODE 3 --> 59.403492 sigma in 11act. ( 76.8079834 sig out 1act.) RANK 3 NODE 1 --> 38.3222351 sigma in 11act. ( 46.4441833 sig out 1act.) RANK 4 NODE 15 --> 26.5461102 sigma in 11act. ( 29.2570763 sig out 1act.) RANK 5 NODE 9 --> 18.1905975 sigma in 11act. ( 17.0232048 sig out 1act.) RANK 6 NODE 5 --> 17.6548519 sigma in 11act. ( 19.171587 sig out 1act.) RANK 7 NODE 2 --> 16.5881538 sigma in 11act. ( 16.1230412 sig out 1act.) RANK 8 NODE 14 --> 15.1353598 sigma in 11act. ( 18.1563301 sig out 1act.) RANK 9 NODE 8 --> 14.7358484 sigma in 11act. ( 14.3017035 sig out 1act.) RANK 10 NODE 13 --> 5.23737812 sigma in 11act. ( 2.52367806 sig out 1act.) RANK 11 NODE 7 --> 3.70439959 sigma in 11act. ( 1.96097243 sig out 1act.) RANK 12 NODE 11 --> 3.47897744 sigma in 11act. ( 2.09440398 sig out 1act.) RANK 13 NODE 4 --> 3.46599126 sigma in 11act. ( 0.400990158 sig out 1act.) RANK 14 NODE 12 --> 3.08522582 sigma in 11act. ( 1.61247158 sig out 1act.) RANK 15 NODE 6 --> 1.97705698 sigma in 11act. ( 1.1699326 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 76.8079834 sigma out 1act.( 59.403492 sig in 11act.) RANK 2 NODE 10 --> 65.259285 sigma out 1act.( 61.1981163 sig in 11act.) RANK 3 NODE 1 --> 46.4441833 sigma out 1act.( 38.3222351 sig in 11act.) RANK 4 NODE 15 --> 29.2570763 sigma out 1act.( 26.5461102 sig in 11act.) RANK 5 NODE 5 --> 19.171587 sigma out 1act.( 17.6548519 sig in 11act.) RANK 6 NODE 14 --> 18.1563301 sigma out 1act.( 15.1353598 sig in 11act.) RANK 7 NODE 9 --> 17.0232048 sigma out 1act.( 18.1905975 sig in 11act.) RANK 8 NODE 2 --> 16.1230412 sigma out 1act.( 16.5881538 sig in 11act.) RANK 9 NODE 8 --> 14.3017035 sigma out 1act.( 14.7358484 sig in 11act.) RANK 10 NODE 13 --> 2.52367806 sigma out 1act.( 5.23737812 sig in 11act.) RANK 11 NODE 11 --> 2.09440398 sigma out 1act.( 3.47897744 sig in 11act.) RANK 12 NODE 7 --> 1.96097243 sigma out 1act.( 3.70439959 sig in 11act.) RANK 13 NODE 12 --> 1.61247158 sigma out 1act.( 3.08522582 sig in 11act.) RANK 14 NODE 6 --> 1.1699326 sigma out 1act.( 1.97705698 sig in 11act.) RANK 15 NODE 4 --> 0.400990158 sigma out 1act.( 3.46599126 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 121.002037 sigma in 15 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.51804781 *** contribution from regularisation: 0.00271606329 *** contribution from error: -0.520763874 *********************************************** -----------------> Test sample Iteration No: 20 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -47753.1279 0.603951216 13.5498066 EXIT FROM BFGS code FG_LNSRCH 0. 0.598982275 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.517899096 *** contribution from regularisation: 0.00278273714 *** contribution from error: -0.520681858 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47739.4196 0.598982275 18.2830601 EXIT FROM BFGS code FG_LNSRCH 0. 0.597883523 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.517909467 *** contribution from regularisation: 0.00274757086 *** contribution from error: -0.520657063 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47740.3783 0.597883523 19.2772942 EXIT FROM BFGS code FG_LNSRCH 0. 0.597854674 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.517901123 *** contribution from regularisation: 0.00275515462 *** contribution from error: -0.520656288 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47739.6081 0.597854674 19.3410091 EXIT FROM BFGS code FG_LNSRCH 0. 0.597854674 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.517910779 *** contribution from regularisation: 0.00274548307 *** contribution from error: -0.520656288 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47740.4996 0.597854674 19.3147221 EXIT FROM BFGS code FG_LNSRCH 0. 0.597854674 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.517899036 *** contribution from regularisation: 0.00275724032 *** contribution from error: -0.520656288 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47739.4158 0.597854674 19.3390598 EXIT FROM BFGS code FG_LNSRCH 0. 0.597854674 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.517902315 *** contribution from regularisation: 0.00275394996 *** contribution from error: -0.520656288 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47739.7191 0.597854674 19.3701019 EXIT FROM BFGS code NEW_X -47739.7191 0.597854674 19.3701019 ENTER BFGS code NEW_X -47739.7191 0.597854674 19.3701019 EXIT FROM BFGS code CONVERGENC -47739.7191 0.597854674 19.3701019 --------------------------------------------------- Iteration : 250 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 112.88694 sigma out 15 active outputs RANK 2 NODE 3 --> 71.1054764 sigma out 15 active outputs RANK 3 NODE 1 --> 49.9959412 sigma out 15 active outputs RANK 4 NODE 7 --> 43.2463684 sigma out 15 active outputs RANK 5 NODE 9 --> 35.0505219 sigma out 15 active outputs RANK 6 NODE 11 --> 34.9956703 sigma out 15 active outputs RANK 7 NODE 8 --> 27.0924702 sigma out 15 active outputs RANK 8 NODE 4 --> 25.4742718 sigma out 15 active outputs RANK 9 NODE 6 --> 23.6125526 sigma out 15 active outputs RANK 10 NODE 5 --> 22.6618214 sigma out 15 active outputs RANK 11 NODE 10 --> 16.4021664 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 97.9325104 sigma in 11act. ( 102.473709 sig out 1act.) RANK 2 NODE 3 --> 94.6372223 sigma in 11act. ( 120.886765 sig out 1act.) RANK 3 NODE 1 --> 61.0949478 sigma in 11act. ( 73.3840332 sig out 1act.) RANK 4 NODE 15 --> 41.0232811 sigma in 11act. ( 46.2467651 sig out 1act.) RANK 5 NODE 9 --> 28.3522396 sigma in 11act. ( 26.7855587 sig out 1act.) RANK 6 NODE 5 --> 27.2994442 sigma in 11act. ( 29.8733692 sig out 1act.) RANK 7 NODE 2 --> 25.3043957 sigma in 11act. ( 25.585165 sig out 1act.) RANK 8 NODE 14 --> 23.733614 sigma in 11act. ( 28.6215401 sig out 1act.) RANK 9 NODE 8 --> 22.7199802 sigma in 11act. ( 22.3976021 sig out 1act.) RANK 10 NODE 13 --> 6.41348314 sigma in 11act. ( 4.3238759 sig out 1act.) RANK 11 NODE 11 --> 4.64749479 sigma in 11act. ( 3.46435237 sig out 1act.) RANK 12 NODE 7 --> 4.49569273 sigma in 11act. ( 3.20180988 sig out 1act.) RANK 13 NODE 4 --> 3.65756154 sigma in 11act. ( 1.14193559 sig out 1act.) RANK 14 NODE 12 --> 3.49706316 sigma in 11act. ( 2.38379645 sig out 1act.) RANK 15 NODE 6 --> 2.38173485 sigma in 11act. ( 1.83229458 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 120.886765 sigma out 1act.( 94.6372223 sig in 11act.) RANK 2 NODE 10 --> 102.473709 sigma out 1act.( 97.9325104 sig in 11act.) RANK 3 NODE 1 --> 73.3840332 sigma out 1act.( 61.0949478 sig in 11act.) RANK 4 NODE 15 --> 46.2467651 sigma out 1act.( 41.0232811 sig in 11act.) RANK 5 NODE 5 --> 29.8733692 sigma out 1act.( 27.2994442 sig in 11act.) RANK 6 NODE 14 --> 28.6215401 sigma out 1act.( 23.733614 sig in 11act.) RANK 7 NODE 9 --> 26.7855587 sigma out 1act.( 28.3522396 sig in 11act.) RANK 8 NODE 2 --> 25.585165 sigma out 1act.( 25.3043957 sig in 11act.) RANK 9 NODE 8 --> 22.3976021 sigma out 1act.( 22.7199802 sig in 11act.) RANK 10 NODE 13 --> 4.3238759 sigma out 1act.( 6.41348314 sig in 11act.) RANK 11 NODE 11 --> 3.46435237 sigma out 1act.( 4.64749479 sig in 11act.) RANK 12 NODE 7 --> 3.20180988 sigma out 1act.( 4.49569273 sig in 11act.) RANK 13 NODE 12 --> 2.38379645 sigma out 1act.( 3.49706316 sig in 11act.) RANK 14 NODE 6 --> 1.83229458 sigma out 1act.( 2.38173485 sig in 11act.) RANK 15 NODE 4 --> 1.14193559 sigma out 1act.( 3.65756154 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 190.460159 sigma in 15 active inputs *********************************************** *** Learn Path 250 *** loss function: -0.517906964 *** contribution from regularisation: 0.00274931942 *** contribution from error: -0.520656288 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE SAVING EXPERTISE TO expert.nb NB_AHISTOUT: storage space 27567 Closing output file done