NNInput NNInputs_200.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= 170061 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 = 23126 nbkg = 146935 Bkg Entries: 146935 Sig Entries: 23126 Chosen entries: 23126 Signal fraction: 1 Background fraction: 0.157389 Signal Tree Copy Condition: Background Tree Copy Condition: Actual Background Entries: 146935 Actual Signal Entries: 23126 Entries to split: 23126 Test with : 11563 Train with : 11563 ********************************************* * 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= 23126 for Signal Prepared event 0 for Signal with 23126 events ====Entry 0 Variable Ht : 152.764 Variable LepAPt : 33.6093 Variable LepBPt : 15.3084 Variable MetSigLeptonsJets : 8.99012 Variable MetSpec : 77.8251 Variable SumEtLeptonsJets : 74.9391 Variable VSumJetLeptonsPt : 71.9347 Variable addEt : 126.743 Variable dPhiLepSumMet : 2.71571 Variable dPhiLeptons : 0.104355 Variable dRLeptons : 0.619509 Variable lep1_E : 34.354 Variable lep2_E : 20.7615 ===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 = 2200 Ht = 152.764 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 33.6093 LepAPt = 33.6093 LepBEt = 15.3088 LepBPt = 15.3084 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 77.8251 MetDelPhi = 2.68307 MetSig = 6.17532 MetSigLeptonsJets = 8.99012 MetSpec = 77.8251 Mjj = 0 MostCentralJetEta = 0.104936 MtllMet = 131.249 Njets = 1 SB = 0 SumEt = 158.825 SumEtJets = 0 SumEtLeptonsJets = 74.9391 Target = 1 TrainWeight = 1 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 71.9347 addEt = 126.743 dPhiLepSumMet = 2.71571 dPhiLeptons = 0.104355 dRLeptons = 0.619509 diltype = 54 dimass = 14.2669 event = 542 jet1_Et = 26.0214 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 34.354 lep2_E = 20.7615 rand = 0.999742 run = 196099 weight = 1.72479e-06 ===Show End Prepared event 10000 for Signal with 23126 events Prepared event 20000 for Signal with 23126 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= 146935 for Background Prepared event 0 for Background with 146935 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 = 0.119118 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 146935 events Prepared event 20000 for Background with 146935 events Prepared event 30000 for Background with 146935 events Prepared event 40000 for Background with 146935 events Prepared event 50000 for Background with 146935 events Prepared event 60000 for Background with 146935 events Prepared event 70000 for Background with 146935 events Prepared event 80000 for Background with 146935 events Prepared event 90000 for Background with 146935 events Prepared event 100000 for Background with 146935 events Prepared event 110000 for Background with 146935 events Prepared event 120000 for Background with 146935 events Prepared event 130000 for Background with 146935 events Prepared event 140000 for Background with 146935 events Warning: found 4544 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 170061 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 4544 negative weights. Signal fraction: 62.8589325 % ------------------------------ 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 47.1748543 62.5098648 64.8116455 66.5495148 67.777092 68.8016357 69.8024139 70.6713867 71.5675964 72.3700256 73.3578796 73.9915619 74.6403732 75.3061523 75.8775024 76.5914764 77.1483307 77.7425995 78.4170227 79.0097198 79.6403809 80.2731857 80.970871 81.6368256 82.3632584 83.088562 83.8267822 84.7443695 85.7718201 86.7918701 87.9938812 89.1442337 90.5249481 92.0419769 93.6677856 95.3811188 96.7950821 98.6538315 100.208267 101.709549 103.635284 105.287857 106.80761 108.406258 110.238327 111.928757 113.783371 115.679047 117.394691 119.148682 121.103958 122.852097 124.429329 125.999657 128.16864 129.774643 131.48822 133.379883 135.155396 136.816147 138.417694 140.158661 141.85614 143.465256 145.229004 147.065033 148.662277 150.498627 152.48909 154.403931 156.318237 157.866592 159.772583 161.776871 163.916092 165.986237 168.393707 170.470154 172.68602 175.024017 177.355988 180.046661 182.769318 185.756897 188.745346 191.965759 194.728378 198.502808 202.019806 206.435699 211.861176 217.179321 221.687653 229.380798 236.919922 245.966217 257.118225 271.255249 291.9422 326.040955 969.742371 ------------------------------ Transdef: Tab for variable 3 20.0001068 20.3440514 20.6327324 20.909647 21.1550369 21.4392433 21.6619377 21.8585739 22.0546227 22.3000107 22.5125198 22.72826 22.9007797 23.121006 23.3558674 23.5726051 23.7303123 23.9029827 24.1229591 24.352438 24.5685081 24.7564278 24.9869919 25.2181854 25.4011841 25.5852451 25.7738132 25.991169 26.2427483 26.4526119 26.7231941 26.9352818 27.1570206 27.389183 27.6388988 27.8674393 28.1030998 28.326046 28.6198959 28.8806 29.1264572 29.3658142 29.6565876 29.9233704 30.2187195 30.518465 30.8029861 31.1109486 31.4329872 31.7632065 32.1375237 32.4812546 32.7781792 33.1136475 33.4531174 33.8729744 34.2352676 34.6672287 35.0627022 35.5352287 35.9479675 36.4411011 36.9004593 37.4180984 37.9050903 38.399456 38.8944092 39.3677902 39.938118 40.4618225 41.0560608 41.6486816 42.2131424 42.6983871 43.2660332 43.9519348 44.6783371 45.3581696 46.0684052 46.7552643 47.6267548 48.463768 49.3220215 50.1755905 50.9346924 51.9426804 53.1003494 54.3639488 55.3970947 56.4890518 57.8066597 59.3866653 60.9368973 62.8477936 64.7709122 67.2637634 69.8868103 72.9127655 77.5738373 85.260231 228.385986 ------------------------------ Transdef: Tab for variable 4 10.0000381 10.1128607 10.2217636 10.357523 10.4547129 10.5500174 10.6648798 10.7923937 10.9132195 11.0228271 11.1626339 11.3002882 11.4090023 11.5496979 11.7118473 11.8622475 12.0184021 12.1646767 12.312603 12.4691219 12.6327076 12.7838678 12.9462585 13.1133671 13.2723675 13.4463806 13.5912228 13.7340145 13.8941669 14.0731449 14.2508392 14.3962421 14.5838337 14.7877417 14.9834976 15.1742353 15.3668594 15.5237904 15.6911678 15.876935 16.0817337 16.3102932 16.5073586 16.7177429 16.8904438 17.0949726 17.2807312 17.4813194 17.7175922 17.9098206 18.128334 18.3102913 18.5118999 18.7277393 18.9624271 19.164444 19.3732986 19.6035385 19.8084717 20.0240822 20.216404 20.3732796 20.5493965 20.7374287 20.9439545 21.1559486 21.3708801 21.5755577 21.7806396 22.0073891 22.2402 22.4728088 22.7314835 22.9506016 23.2007179 23.4560661 23.7231293 23.9947853 24.2715492 24.5279827 24.8185043 25.1011295 25.4501476 25.8148079 26.1996346 26.5995026 26.9652252 27.2967587 27.7210045 28.1341572 28.6395454 29.191431 29.7022629 30.3076859 31.0499401 31.8886395 32.9516373 34.2019997 36.2603226 39.4704475 68.4152985 ------------------------------ Transdef: Tab for variable 5 1.23662496 2.6178534 3.02692819 3.27950096 3.57447481 3.77764916 3.97274685 4.12552547 4.26495266 4.38509369 4.49204636 4.59185553 4.67414904 4.76898956 4.85996819 4.95395279 5.02794266 5.10341263 5.16350937 5.23648262 5.30280256 5.37131453 5.42549276 5.47320271 5.52268076 5.57781458 5.62839937 5.67834234 5.72710133 5.78186703 5.82803106 5.8797245 5.92637157 5.97540808 6.01612568 6.06155252 6.10436869 6.14799118 6.20405769 6.25503683 6.30048847 6.33508778 6.37928104 6.42812252 6.47028685 6.51136112 6.55897045 6.60849762 6.65227509 6.69948387 6.75244808 6.78963089 6.83410597 6.87328577 6.9274168 6.98277378 7.04147339 7.08992195 7.15154171 7.20249844 7.26387024 7.31481361 7.37130356 7.42436361 7.48315048 7.54296827 7.60981846 7.663414 7.73240662 7.79279327 7.84828472 7.91375446 7.97449875 8.04129601 8.09820938 8.1648159 8.24419022 8.30353737 8.37841415 8.45794868 8.52090454 8.59729481 8.67499733 8.75130844 8.83606339 8.92128563 9.00485039 9.09183502 9.19074059 9.29559994 9.42058754 9.54860878 9.67315865 9.82471466 9.98842525 10.1734047 10.4230766 10.7530785 11.2083778 11.9674797 23.5099583 ------------------------------ Transdef: Tab for variable 6 15.0101337 20.1586361 25.0087242 26.111084 27.0057011 27.7492237 28.6085739 29.4225368 30.0427399 30.695713 31.2796249 31.8522797 32.4383926 32.9102402 33.4471436 33.9486084 34.4047699 34.7508659 35.1720085 35.6020393 36.0400009 36.4420395 36.7804947 37.1326675 37.5079803 37.8809586 38.2675476 38.666996 39.007103 39.4070663 39.7396622 40.1105042 40.4676514 40.837471 41.2491455 41.6643295 42.1286888 42.5024948 42.913147 43.3701706 43.8624382 44.4197159 45.033226 45.7073364 46.3057098 46.9793854 47.716713 48.3776703 49.0933456 49.7818146 50.4248123 51.2169151 51.9924278 52.8406219 53.6462212 54.511116 55.4242554 56.1965485 56.9937439 57.8579102 58.6179428 59.4572296 60.221035 61.0674362 61.8669891 62.6633987 63.7008171 64.590744 65.4217758 66.3532257 67.3149414 68.3554764 69.2991791 70.0870056 71.0132446 71.9293213 72.8307037 73.8566589 74.7408295 75.6990509 76.7472992 77.771637 79.0390472 80.2433319 81.4292603 82.5952148 83.791275 85.2286682 86.7573013 88.4925842 90.0770874 91.9250946 94.1054688 96.5085144 98.9554901 102.075546 105.762405 111.406174 119.711449 133.204117 333.883636 ------------------------------ Transdef: Tab for variable 7 30.1199875 32.5816879 33.5639534 34.2315903 34.819294 35.4028244 35.852417 36.2152519 36.6052017 37.0147018 37.368248 37.6795731 37.9873047 38.2845421 38.6302338 38.905571 39.1749573 39.4138489 39.7078094 40.07341 40.3705063 40.6527977 40.9935074 41.3233032 41.6886482 42.0571136 42.4788361 43.0831032 43.5906448 44.2915421 44.8660278 45.5187645 46.4403343 47.2483597 48.0795746 49.0880051 50.2420731 51.3574142 52.3936996 53.401413 54.6199532 55.7240448 56.7743988 57.7238541 58.6565628 59.5386391 60.3805313 61.3126831 62.3746338 63.4586563 64.4687195 65.342041 66.333313 67.3201141 68.3267059 69.2353745 70.1877441 71.1637726 72.0711975 73.0688934 73.9432831 75.0425491 76.1163101 77.1734543 78.2204437 79.3377686 80.3177948 81.6709595 82.9752426 84.2751923 85.6631622 86.9130249 88.2745972 89.7566071 91.4095688 93.122139 94.679245 96.3995285 98.1318207 99.9976959 101.84404 104.069046 106.007736 108.277275 110.767181 113.469559 116.642456 119.647797 122.475281 125.680664 129.63681 133.885773 138.53772 143.644012 149.682159 156.475006 165.756683 176.993164 192.91098 222.464142 581.356873 ------------------------------ Transdef: Tab for variable 8 0.678276479 23.8539925 28.3101311 30.4559135 31.6393509 32.4017677 33.0439835 33.5525131 34.0429382 34.436058 34.8317261 35.2120209 35.5343513 35.9126663 36.1951523 36.519989 36.8215714 37.1333733 37.3727188 37.6641846 37.9065399 38.1535454 38.4242058 38.6804428 38.8872681 39.1587563 39.4393234 39.7204247 40.020874 40.2902527 40.5701599 40.9027557 41.2631531 41.6180153 41.9073563 42.3462639 42.8480835 43.3149834 43.8191071 44.3193665 44.8313675 45.4125519 46.0113678 46.6994095 47.3465843 48.0125809 48.7496223 49.3838425 50.1134567 50.8651047 51.520607 52.297821 53.0151596 53.7181931 54.5996857 55.3836365 56.1358452 56.8901176 57.6966896 58.3875389 59.108696 59.8442574 60.5599136 61.3467865 62.1800613 63.0273628 63.802597 64.5580597 65.3746338 66.1714172 66.9168701 67.7963562 68.5327606 69.4410706 70.2098541 71.0401917 71.8512268 72.7703552 73.770462 74.7728271 75.70047 76.6299133 77.6075287 78.6406021 79.7166443 80.9529877 82.298172 83.7287903 85.0980606 86.7201157 88.5578918 90.6124878 92.6252289 94.9247437 97.6277924 101.038857 105.426651 110.936272 118.771942 132.961258 367.914398 ------------------------------ Transdef: Tab for variable 9 47.1748543 61.8320961 64.1105194 65.8042679 67.0767212 68.0032654 68.9442444 69.8132782 70.5243683 71.3269348 72.0043411 72.9176636 73.589447 74.140625 74.7911377 75.3220291 75.8341827 76.4220428 77.0112152 77.4593124 78.0335388 78.5905762 79.142067 79.6627808 80.1478653 80.7917938 81.3612366 81.9771881 82.5209579 83.1703186 83.8042297 84.6008759 85.3096619 86.1834793 86.9721069 87.9891815 88.9039154 89.9499207 91.0854645 92.1958466 93.5645218 95.1186752 96.4067993 97.9433594 99.330162 100.705551 101.960419 103.426147 104.950287 106.257141 107.485611 108.912636 110.49823 111.819885 113.46669 114.895531 116.263046 117.71019 119.067001 120.515717 121.819107 123.017456 124.304153 125.552979 127.006088 128.446457 129.638428 131.062088 132.371796 133.664917 135.109131 136.292389 137.727982 139.047104 140.354095 141.633118 142.919861 144.304871 145.844604 147.328156 148.660339 150.178268 151.835785 153.621674 155.358475 157.225861 159.018494 161.000305 163.018967 165.054291 167.535522 170.098206 172.818237 175.859894 179.090546 182.934326 187.323898 192.574432 199.784195 211.06105 495.180115 ------------------------------ Transdef: Tab for variable 10 0.00602381537 1.05189514 1.35032082 1.55120516 1.71625042 1.82415628 1.92597055 2.01057529 2.0856421 2.15693378 2.21156073 2.26308537 2.30469298 2.34630585 2.3883872 2.4252615 2.46501637 2.49575877 2.52760077 2.55747318 2.58361197 2.6084857 2.63403296 2.65996742 2.68104243 2.70198059 2.71981764 2.73867321 2.75835562 2.77353787 2.78823447 2.80295944 2.81598806 2.82802653 2.83880186 2.84929943 2.86125064 2.87129283 2.87970448 2.88958549 2.89913464 2.9090662 2.91814208 2.92485666 2.93281651 2.9389298 2.94705462 2.95291209 2.95922565 2.96526194 2.97326422 2.97863722 2.98398352 2.98854637 2.99292421 2.99836731 3.00344133 3.00837326 3.01287842 3.01710224 3.02232456 3.02640414 3.03019524 3.03398561 3.03763723 3.04124641 3.04513025 3.04901314 3.05281329 3.05667973 3.0602951 3.06433368 3.06721401 3.07065558 3.07313251 3.07593346 3.07855701 3.08181739 3.08509374 3.08795333 3.09089994 3.094069 3.09656096 3.09909773 3.10172653 3.1043396 3.10686517 3.10936737 3.11207366 3.11456442 3.11685848 3.11917114 3.12190819 3.12480164 3.12714505 3.12954617 3.13169765 3.13395548 3.13644481 3.13907051 3.14159226 ------------------------------ Transdef: Tab for variable 11 3.87430191E-06 0.00563287735 0.0111157894 0.0169804543 0.0231466889 0.0297545642 0.0361561775 0.0435719565 0.0508078337 0.0580919385 0.0652821064 0.072911799 0.0801591873 0.0870058537 0.0944612622 0.100166112 0.107428074 0.114659309 0.121934056 0.128021121 0.133883327 0.140035778 0.145889044 0.15310964 0.159412622 0.165852994 0.171214819 0.177549869 0.182947993 0.188903868 0.194278002 0.199413776 0.204366565 0.209539026 0.214593768 0.219259441 0.224083036 0.228492975 0.23282592 0.237392187 0.242892653 0.247651964 0.252531767 0.257373929 0.262193859 0.267960578 0.272703052 0.277310729 0.28256309 0.287637353 0.294166803 0.30002439 0.304318905 0.309381008 0.314736754 0.320692897 0.325222015 0.331103384 0.33664608 0.342407703 0.348346233 0.353554487 0.359364152 0.365904272 0.371640325 0.376912534 0.383471012 0.389586508 0.396459758 0.401904345 0.408702135 0.415334463 0.421307206 0.427209675 0.433279991 0.439551532 0.446889877 0.454069853 0.462168992 0.470113158 0.477362514 0.487060547 0.496044129 0.505777657 0.514529109 0.523049891 0.533827424 0.544793725 0.555274963 0.56725347 0.581063032 0.594307661 0.610146523 0.629670143 0.648059011 0.672121167 0.697419643 0.733227074 0.775152445 0.844083905 1.13201857 ------------------------------ Transdef: Tab for variable 12 0.200003907 0.208263963 0.21649918 0.224021837 0.231924802 0.237930879 0.243634254 0.250716835 0.255748898 0.261426389 0.267783582 0.273918569 0.279182017 0.284742683 0.290770292 0.296798855 0.302807629 0.307785541 0.313113481 0.318040848 0.324133635 0.329315305 0.334516704 0.339707494 0.345630437 0.349950492 0.354847789 0.360811949 0.366006911 0.37086165 0.376221418 0.382008314 0.386971086 0.391675651 0.396670759 0.400927484 0.404936075 0.408984423 0.413050443 0.416623533 0.420416623 0.424448431 0.428330749 0.432130873 0.43583858 0.439464092 0.443121374 0.446703553 0.45047915 0.454829752 0.458630621 0.462718606 0.466930091 0.470896959 0.474387765 0.478273928 0.482329428 0.486757576 0.491722167 0.495974302 0.500775516 0.505439103 0.510010004 0.515072107 0.519911766 0.524785638 0.530068398 0.536298573 0.541986227 0.547942758 0.554171979 0.559544802 0.565077186 0.570413709 0.576185286 0.58127141 0.587990463 0.594546318 0.601205349 0.607846618 0.616024137 0.624274492 0.632511258 0.641705155 0.651982367 0.660989404 0.669584274 0.67841363 0.689319849 0.699261189 0.712904096 0.727060735 0.739653707 0.753829539 0.766290963 0.786487937 0.806353152 0.830800772 0.861305177 0.914949894 1.15372479 ------------------------------ Transdef: Tab for variable 13 20.0025482 21.3968792 22.2348194 22.8060513 23.3779335 23.8030605 24.3393288 24.8165512 25.2883434 25.7266731 26.0652447 26.4877567 26.9307251 27.3128242 27.7368088 28.1392212 28.5417728 28.8798199 29.2568474 29.5794067 29.9751968 30.3005867 30.6478767 30.9630966 31.3438663 31.714016 32.0551529 32.394352 32.7279205 33.1078758 33.4820175 33.9182053 34.3522873 34.734478 35.1122208 35.4995651 35.9394302 36.2559242 36.7829666 37.2126236 37.6870193 38.1297226 38.5541992 39.0560989 39.4790878 39.9940491 40.5173531 41.070549 41.5364151 42.0238724 42.5411148 43.0179977 43.4810028 44.0453262 44.5593872 45.0941124 45.6935349 46.2931595 46.746666 47.3379059 47.9115982 48.4699249 49.0644073 49.7152176 50.396183 50.987793 51.6782532 52.372963 52.9752274 53.7034149 54.3549423 55.114624 55.8325577 56.6137085 57.3524704 58.3361282 59.161953 60.0467606 60.9011116 61.7822037 62.6602707 63.6213531 64.6446228 65.8771133 67.0206528 68.1696167 69.6372452 71.2606201 72.6317749 74.2416992 75.9322968 77.4878082 79.4221954 81.6830444 84.2062378 87.1995544 90.1529694 94.6542664 101.556061 111.777649 232.066116 ------------------------------ Transdef: Tab for variable 14 10.0028534 10.6067848 11.0429955 11.3841362 11.6980629 12.0185604 12.376852 12.7332382 13.0688438 13.4262638 13.6686306 13.9798088 14.2557831 14.5449638 14.8131399 15.0865698 15.3655577 15.6459761 15.9192648 16.1945 16.4364128 16.7101574 16.9549561 17.2123299 17.4223938 17.6567707 17.8860264 18.1031151 18.3249664 18.5678864 18.7929306 19.0198631 19.198782 19.4316483 19.6759567 19.9321232 20.1946487 20.4270401 20.6190395 20.8344269 21.0880165 21.3277473 21.5489311 21.7825966 21.9910965 22.2161179 22.4338436 22.6748829 22.9256458 23.1512146 23.3961792 23.6192284 23.8312836 24.0523052 24.2878246 24.5292091 24.7893772 25.0363693 25.2903824 25.5304146 25.7817898 26.0215187 26.2917118 26.5644798 26.8530884 27.1200161 27.3788834 27.6014519 27.8642273 28.147438 28.4223003 28.798748 29.1013794 29.3943443 29.7387581 30.1009293 30.4981079 30.8534126 31.2269974 31.6159477 32.0194511 32.4963684 32.9196091 33.4424515 33.9905167 34.5281982 35.129715 35.7660294 36.4411774 37.234726 38.0638046 38.9953308 40.1609421 41.2942886 42.7503586 44.2131462 46.3062134 48.6895561 52.5647392 58.6623611 118.581718 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 67.0 52.1 50.5 32.8 50.8 64.5 55.5 64.9 -28.6 -12.8 -29.2 22.3 19.5 2 67.0 100.0 69.6 55.0 42.1 71.9 94.4 76.9 92.2 -43.3 -20.1 -41.3 41.3 26.6 3 52.1 69.6 100.0 39.7 23.2 45.0 70.6 60.8 77.4 -12.3 -22.9 -47.2 71.4 17.8 4 50.5 55.0 39.7 100.0 13.1 32.4 57.6 45.2 57.0 -14.7 -24.0 -48.3 19.8 69.1 5 32.8 42.1 23.2 13.1 100.0 85.5 14.9 62.5 62.7 21.8 -6.2 -11.4 9.5 0.0 6 50.8 71.9 45.0 32.4 85.5 100.0 51.4 81.1 82.3 -6.4 -12.7 -25.4 23.9 11.5 7 64.5 94.4 70.6 57.6 14.9 51.4 100.0 68.2 80.7 -52.3 -19.6 -41.5 43.6 30.5 8 55.5 76.9 60.8 45.2 62.5 81.1 68.2 100.0 85.0 -9.6 -19.7 -36.5 36.7 21.7 9 64.9 92.2 77.4 57.0 62.7 82.3 80.7 85.0 100.0 -18.4 -22.5 -45.8 48.7 28.4 10 -28.6 -43.3 -12.3 -14.7 21.8 -6.4 -52.3 -9.6 -18.4 100.0 2.6 6.6 -3.4 -6.1 11 -12.8 -20.1 -22.9 -24.0 -6.2 -12.7 -19.6 -19.7 -22.5 2.6 100.0 53.8 -9.6 -11.4 12 -29.2 -41.3 -47.2 -48.3 -11.4 -25.4 -41.5 -36.5 -45.8 6.6 53.8 100.0 -23.6 -21.3 13 22.3 41.3 71.4 19.8 9.5 23.9 43.6 36.7 48.7 -3.4 -9.6 -23.6 100.0 42.2 14 19.5 26.6 17.8 69.1 0.0 11.5 30.5 21.7 28.4 -6.1 -11.4 -21.3 42.2 100.0 TOTAL CORRELATION TO TARGET (diagonal) 166.077589 TOTAL CORRELATION OF ALL VARIABLES 72.9773568 ROUND 1: MAX CORR ( 72.9770591) AFTER KILLING INPUT VARIABLE 8 CONTR 0.208428327 ROUND 2: MAX CORR ( 72.97317) AFTER KILLING INPUT VARIABLE 6 CONTR 0.753402454 ROUND 3: MAX CORR ( 72.9625691) AFTER KILLING INPUT VARIABLE 11 CONTR 1.24380516 ROUND 4: MAX CORR ( 72.9330352) AFTER KILLING INPUT VARIABLE 2 CONTR 2.07578121 ROUND 5: MAX CORR ( 72.7583222) AFTER KILLING INPUT VARIABLE 13 CONTR 5.04521325 ROUND 6: MAX CORR ( 72.4468679) AFTER KILLING INPUT VARIABLE 12 CONTR 6.72493696 ROUND 7: MAX CORR ( 72.0129731) AFTER KILLING INPUT VARIABLE 10 CONTR 7.91709382 ROUND 8: MAX CORR ( 71.4586772) AFTER KILLING INPUT VARIABLE 9 CONTR 8.91772094 ROUND 9: MAX CORR ( 71.2790553) AFTER KILLING INPUT VARIABLE 3 CONTR 5.06348002 ROUND 10: MAX CORR ( 70.2203468) AFTER KILLING INPUT VARIABLE 14 CONTR 12.2395515 ROUND 11: MAX CORR ( 68.5818095) AFTER KILLING INPUT VARIABLE 4 CONTR 15.0808656 ROUND 12: MAX CORR ( 64.4583199) AFTER KILLING INPUT VARIABLE 5 CONTR 23.4219893 LAST REMAINING VARIABLE: 7 total correlation to target: 72.9773568 % total significance: 99.1877727 sigma correlations of single variables to target: variable 2: 67.0431563 % , in sigma: 91.1222555 variable 3: 52.0715908 % , in sigma: 70.7735295 variable 4: 50.5240694 % , in sigma: 68.670203 variable 5: 32.7922464 % , in sigma: 44.5698504 variable 6: 50.8417811 % , in sigma: 69.1020236 variable 7: 64.4583199 % , in sigma: 87.6090539 variable 8: 55.5371586 % , in sigma: 75.4837844 variable 9: 64.9045091 % , in sigma: 88.2154956 variable 10: -28.5984758 % , in sigma: 38.8698528 variable 11: -12.811198 % , in sigma: 17.4124448 variable 12: -29.2090679 % , in sigma: 39.699744 variable 13: 22.2812641 % , in sigma: 30.2837627 variable 14: 19.472032 % , in sigma: 26.4655719 variables sorted by significance: 1 most relevant variable 7 corr 64.4583206 , in sigma: 87.6090549 2 most relevant variable 5 corr 23.4219894 , in sigma: 31.834189 3 most relevant variable 4 corr 15.0808659 , in sigma: 20.4972825 4 most relevant variable 14 corr 12.2395515 , in sigma: 16.6354868 5 most relevant variable 3 corr 5.0634799 , in sigma: 6.88207021 6 most relevant variable 9 corr 8.91772079 , in sigma: 12.1205933 7 most relevant variable 10 corr 7.91709375 , in sigma: 10.7605829 8 most relevant variable 12 corr 6.72493696 , in sigma: 9.1402532 9 most relevant variable 13 corr 5.04521322 , in sigma: 6.85724291 10 most relevant variable 2 corr 2.07578111 , in sigma: 2.82131491 11 most relevant variable 11 corr 1.24380517 , in sigma: 1.69052799 12 most relevant variable 6 corr 0.753402472 , in sigma: 1.02399315 13 most relevant variable 8 corr 0.208428323 , in sigma: 0.283287064 global correlations between input variables: variable 2: 99.2614996 % variable 3: 94.1452282 % variable 4: 90.5196755 % variable 5: 95.6777426 % variable 6: 95.0092384 % variable 7: 98.8696294 % variable 8: 90.8244585 % variable 9: 98.9234752 % variable 10: 72.7002619 % variable 11: 54.3425439 % variable 12: 70.5784019 % variable 13: 87.9220499 % variable 14: 87.1289728 % significance loss when removing single variables: variable 2: corr = 1.86264173 % , sigma = 2.53162477 variable 3: corr = 12.6677955 % , sigma = 17.2175381 variable 4: corr = 16.0533698 % , sigma = 21.8190692 variable 5: corr = 12.2216708 % , sigma = 16.611184 variable 6: corr = 0.631145672 % , sigma = 0.857826814 variable 7: corr = 6.05819296 % , sigma = 8.23404262 variable 8: corr = 0.208428327 % , sigma = 0.283287069 variable 9: corr = 6.81495906 % , sigma = 9.26260748 variable 10: corr = 6.9250578 % , sigma = 9.41224908 variable 11: corr = 1.22928272 % , sigma = 1.67078969 variable 12: corr = 5.52373466 % , sigma = 7.50762925 variable 13: corr = 5.03653548 % , sigma = 6.84544849 variable 14: corr = 5.15530806 % , sigma = 7.00687921 Keep only 9 most significant input variables ------------------------------------- Teacher: actual network topology: Nodes(1) = 10 Nodes(2) = 15 Nodes(3) = 1 ------------------------------------- --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 10 --> 12.4512577 sigma out 15 active outputs RANK 2 NODE 8 --> 10.168931 sigma out 15 active outputs RANK 3 NODE 9 --> 9.31806946 sigma out 15 active outputs RANK 4 NODE 6 --> 9.26607513 sigma out 15 active outputs RANK 5 NODE 3 --> 8.67344761 sigma out 15 active outputs RANK 6 NODE 5 --> 8.22791672 sigma out 15 active outputs RANK 7 NODE 2 --> 7.05461645 sigma out 15 active outputs RANK 8 NODE 4 --> 6.96871328 sigma out 15 active outputs RANK 9 NODE 1 --> 5.11054087 sigma out 15 active outputs RANK 10 NODE 7 --> 4.54219246 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 14.4389114 sigma in 10act. ( 15.6172075 sig out 1act.) RANK 2 NODE 4 --> 13.7254324 sigma in 10act. ( 14.4222355 sig out 1act.) RANK 3 NODE 8 --> 8.51559162 sigma in 10act. ( 9.61946964 sig out 1act.) RANK 4 NODE 1 --> 6.90244389 sigma in 10act. ( 6.37783289 sig out 1act.) RANK 5 NODE 12 --> 6.34585476 sigma in 10act. ( 6.82434893 sig out 1act.) RANK 6 NODE 9 --> 5.79739046 sigma in 10act. ( 5.80852556 sig out 1act.) RANK 7 NODE 5 --> 5.53864956 sigma in 10act. ( 5.9231391 sig out 1act.) RANK 8 NODE 15 --> 5.51590538 sigma in 10act. ( 6.16105556 sig out 1act.) RANK 9 NODE 10 --> 4.75425529 sigma in 10act. ( 5.18356037 sig out 1act.) RANK 10 NODE 14 --> 3.70587611 sigma in 10act. ( 3.38349485 sig out 1act.) RANK 11 NODE 11 --> 3.45797014 sigma in 10act. ( 4.82765007 sig out 1act.) RANK 12 NODE 7 --> 2.90437722 sigma in 10act. ( 2.12423515 sig out 1act.) RANK 13 NODE 3 --> 2.20286322 sigma in 10act. ( 2.55106783 sig out 1act.) RANK 14 NODE 6 --> 2.08840346 sigma in 10act. ( 0.0433158912 sig out 1act.) RANK 15 NODE 2 --> 1.0867238 sigma in 10act. ( 0.921755791 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 15.6172075 sigma out 1act.( 14.4389114 sig in 10act.) RANK 2 NODE 4 --> 14.4222355 sigma out 1act.( 13.7254324 sig in 10act.) RANK 3 NODE 8 --> 9.61946964 sigma out 1act.( 8.51559162 sig in 10act.) RANK 4 NODE 12 --> 6.82434893 sigma out 1act.( 6.34585476 sig in 10act.) RANK 5 NODE 1 --> 6.37783289 sigma out 1act.( 6.90244389 sig in 10act.) RANK 6 NODE 15 --> 6.16105556 sigma out 1act.( 5.51590538 sig in 10act.) RANK 7 NODE 5 --> 5.9231391 sigma out 1act.( 5.53864956 sig in 10act.) RANK 8 NODE 9 --> 5.80852556 sigma out 1act.( 5.79739046 sig in 10act.) RANK 9 NODE 10 --> 5.18356037 sigma out 1act.( 4.75425529 sig in 10act.) RANK 10 NODE 11 --> 4.82765007 sigma out 1act.( 3.45797014 sig in 10act.) RANK 11 NODE 14 --> 3.38349485 sigma out 1act.( 3.70587611 sig in 10act.) RANK 12 NODE 3 --> 2.55106783 sigma out 1act.( 2.20286322 sig in 10act.) RANK 13 NODE 7 --> 2.12423515 sigma out 1act.( 2.90437722 sig in 10act.) RANK 14 NODE 2 --> 0.921755791 sigma out 1act.( 1.0867238 sig in 10act.) RANK 15 NODE 6 --> 0.0433158912 sigma out 1act.( 2.08840346 sig in 10act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 28.4948635 sigma in 15 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 21.341713 sigma out 15 active outputs RANK 2 NODE 10 --> 14.9429274 sigma out 15 active outputs RANK 3 NODE 8 --> 12.6960459 sigma out 15 active outputs RANK 4 NODE 3 --> 11.7736692 sigma out 15 active outputs RANK 5 NODE 9 --> 10.9973145 sigma out 15 active outputs RANK 6 NODE 6 --> 10.0032339 sigma out 15 active outputs RANK 7 NODE 1 --> 9.98557186 sigma out 15 active outputs RANK 8 NODE 5 --> 8.90954494 sigma out 15 active outputs RANK 9 NODE 4 --> 8.59677887 sigma out 15 active outputs RANK 10 NODE 7 --> 6.8880229 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 15.6310158 sigma in 10act. ( 15.2379961 sig out 1act.) RANK 2 NODE 4 --> 13.9272823 sigma in 10act. ( 13.534441 sig out 1act.) RANK 3 NODE 2 --> 12.4016523 sigma in 10act. ( 3.88665748 sig out 1act.) RANK 4 NODE 11 --> 11.9548531 sigma in 10act. ( 7.51666355 sig out 1act.) RANK 5 NODE 3 --> 10.5886383 sigma in 10act. ( 5.17125177 sig out 1act.) RANK 6 NODE 8 --> 10.408741 sigma in 10act. ( 9.7472496 sig out 1act.) RANK 7 NODE 1 --> 9.19440651 sigma in 10act. ( 5.77128363 sig out 1act.) RANK 8 NODE 5 --> 9.0660181 sigma in 10act. ( 6.48866701 sig out 1act.) RANK 9 NODE 12 --> 8.97247791 sigma in 10act. ( 8.57545567 sig out 1act.) RANK 10 NODE 15 --> 8.83262444 sigma in 10act. ( 8.16508484 sig out 1act.) RANK 11 NODE 10 --> 7.86435413 sigma in 10act. ( 6.01189184 sig out 1act.) RANK 12 NODE 9 --> 7.62182951 sigma in 10act. ( 5.62863493 sig out 1act.) RANK 13 NODE 6 --> 6.15677404 sigma in 10act. ( 0.711437821 sig out 1act.) RANK 14 NODE 14 --> 5.95300436 sigma in 10act. ( 3.42286754 sig out 1act.) RANK 15 NODE 7 --> 5.09920931 sigma in 10act. ( 1.73503506 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 15.2379961 sigma out 1act.( 15.6310158 sig in 10act.) RANK 2 NODE 4 --> 13.534441 sigma out 1act.( 13.9272823 sig in 10act.) RANK 3 NODE 8 --> 9.7472496 sigma out 1act.( 10.408741 sig in 10act.) RANK 4 NODE 12 --> 8.57545567 sigma out 1act.( 8.97247791 sig in 10act.) RANK 5 NODE 15 --> 8.16508484 sigma out 1act.( 8.83262444 sig in 10act.) RANK 6 NODE 11 --> 7.51666355 sigma out 1act.( 11.9548531 sig in 10act.) RANK 7 NODE 5 --> 6.48866701 sigma out 1act.( 9.0660181 sig in 10act.) RANK 8 NODE 10 --> 6.01189184 sigma out 1act.( 7.86435413 sig in 10act.) RANK 9 NODE 1 --> 5.77128363 sigma out 1act.( 9.19440651 sig in 10act.) RANK 10 NODE 9 --> 5.62863493 sigma out 1act.( 7.62182951 sig in 10act.) RANK 11 NODE 3 --> 5.17125177 sigma out 1act.( 10.5886383 sig in 10act.) RANK 12 NODE 2 --> 3.88665748 sigma out 1act.( 12.4016523 sig in 10act.) RANK 13 NODE 14 --> 3.42286754 sigma out 1act.( 5.95300436 sig in 10act.) RANK 14 NODE 7 --> 1.73503506 sigma out 1act.( 5.09920931 sig in 10act.) RANK 15 NODE 6 --> 0.711437821 sigma out 1act.( 6.15677404 sig in 10act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 30.1232338 sigma in 15 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.557014346 *** contribution from regularisation: 0.00482821232 *** contribution from error: -0.561842561 *********************************************** -----------------> Test sample --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.598109066 *** contribution from regularisation: 0.00187583012 *** contribution from error: -0.599984884 *********************************************** -----------------> Test sample ENTER BFGS code START -50865.7147 0.324680448 0.0320598371 EXIT FROM BFGS code FG_START 0. 0.324680448 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.615269721 *** contribution from regularisation: 0.00174230314 *** contribution from error: -0.617012024 *********************************************** -----------------> Test sample ENTER BFGS code FG_START -52316.3864 0.324680448 17.1006031 EXIT FROM BFGS code FG_LNSRCH 0. 0.347062081 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.618758023 *** contribution from regularisation: 0.00262714364 *** contribution from error: -0.621385157 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52612.9942 0.347062081 24.3665466 EXIT FROM BFGS code NEW_X -52612.9942 0.347062081 24.3665466 ENTER BFGS code NEW_X -52612.9942 0.347062081 24.3665466 EXIT FROM BFGS code FG_LNSRCH 0. 0.357772768 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.621593535 *** contribution from regularisation: 0.00243494334 *** contribution from error: -0.624028504 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52854.1002 0.357772768 12.3446388 EXIT FROM BFGS code NEW_X -52854.1002 0.357772768 12.3446388 ENTER BFGS code NEW_X -52854.1002 0.357772768 12.3446388 EXIT FROM BFGS code FG_LNSRCH 0. 0.371195823 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.622115493 *** contribution from regularisation: 0.00235159951 *** contribution from error: -0.624467075 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52898.4786 0.371195823 5.79880714 EXIT FROM BFGS code NEW_X -52898.4786 0.371195823 5.79880714 ENTER BFGS code NEW_X -52898.4786 0.371195823 5.79880714 EXIT FROM BFGS code FG_LNSRCH 0. 0.38528046 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.622319221 *** contribution from regularisation: 0.0022982615 *** contribution from error: -0.624617457 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52915.8024 0.38528046 -2.65018201 EXIT FROM BFGS code NEW_X -52915.8024 0.38528046 -2.65018201 ENTER BFGS code NEW_X -52915.8024 0.38528046 -2.65018201 EXIT FROM BFGS code FG_LNSRCH 0. 0.391208678 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.622447431 *** contribution from regularisation: 0.00221778825 *** contribution from error: -0.624665201 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52926.705 0.391208678 -8.7215147 EXIT FROM BFGS code NEW_X -52926.705 0.391208678 -8.7215147 ENTER BFGS code NEW_X -52926.705 0.391208678 -8.7215147 EXIT FROM BFGS code FG_LNSRCH 0. 0.384554148 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.622290313 *** contribution from regularisation: 0.0019175855 *** contribution from error: -0.624207914 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52913.3467 0.384554148 -33.0152702 EXIT FROM BFGS code FG_LNSRCH 0. 0.389935195 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 21.7663441 sigma out 15 active outputs RANK 2 NODE 1 --> 11.6078625 sigma out 15 active outputs RANK 3 NODE 3 --> 10.5157795 sigma out 15 active outputs RANK 4 NODE 8 --> 9.61422443 sigma out 15 active outputs RANK 5 NODE 10 --> 8.80033779 sigma out 15 active outputs RANK 6 NODE 9 --> 7.38385725 sigma out 15 active outputs RANK 7 NODE 4 --> 5.92028379 sigma out 15 active outputs RANK 8 NODE 7 --> 5.87101603 sigma out 15 active outputs RANK 9 NODE 6 --> 5.17310858 sigma out 15 active outputs RANK 10 NODE 5 --> 4.65367842 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 13.7946682 sigma in 10act. ( 8.44810486 sig out 1act.) RANK 2 NODE 2 --> 12.5094738 sigma in 10act. ( 8.14968967 sig out 1act.) RANK 3 NODE 13 --> 10.6189203 sigma in 10act. ( 7.890522 sig out 1act.) RANK 4 NODE 3 --> 10.41187 sigma in 10act. ( 6.68861914 sig out 1act.) RANK 5 NODE 12 --> 9.16008091 sigma in 10act. ( 6.6464777 sig out 1act.) RANK 6 NODE 10 --> 8.01136017 sigma in 10act. ( 4.87901545 sig out 1act.) RANK 7 NODE 4 --> 7.92132092 sigma in 10act. ( 6.31714439 sig out 1act.) RANK 8 NODE 5 --> 7.64551687 sigma in 10act. ( 4.97378635 sig out 1act.) RANK 9 NODE 15 --> 7.44012117 sigma in 10act. ( 5.55173874 sig out 1act.) RANK 10 NODE 8 --> 6.56366014 sigma in 10act. ( 4.25593758 sig out 1act.) RANK 11 NODE 1 --> 6.15102434 sigma in 10act. ( 3.21873617 sig out 1act.) RANK 12 NODE 6 --> 5.07140303 sigma in 10act. ( 2.88289762 sig out 1act.) RANK 13 NODE 9 --> 5.00361967 sigma in 10act. ( 2.87152982 sig out 1act.) RANK 14 NODE 14 --> 4.72840071 sigma in 10act. ( 2.32693768 sig out 1act.) RANK 15 NODE 7 --> 3.84851766 sigma in 10act. ( 1.63725185 sig out 1act.) sorted by output significance RANK 1 NODE 11 --> 8.44810486 sigma out 1act.( 13.7946682 sig in 10act.) RANK 2 NODE 2 --> 8.14968967 sigma out 1act.( 12.5094738 sig in 10act.) RANK 3 NODE 13 --> 7.890522 sigma out 1act.( 10.6189203 sig in 10act.) RANK 4 NODE 3 --> 6.68861914 sigma out 1act.( 10.41187 sig in 10act.) RANK 5 NODE 12 --> 6.6464777 sigma out 1act.( 9.16008091 sig in 10act.) RANK 6 NODE 4 --> 6.31714439 sigma out 1act.( 7.92132092 sig in 10act.) RANK 7 NODE 15 --> 5.55173874 sigma out 1act.( 7.44012117 sig in 10act.) RANK 8 NODE 5 --> 4.97378635 sigma out 1act.( 7.64551687 sig in 10act.) RANK 9 NODE 10 --> 4.87901545 sigma out 1act.( 8.01136017 sig in 10act.) RANK 10 NODE 8 --> 4.25593758 sigma out 1act.( 6.56366014 sig in 10act.) RANK 11 NODE 1 --> 3.21873617 sigma out 1act.( 6.15102434 sig in 10act.) RANK 12 NODE 6 --> 2.88289762 sigma out 1act.( 5.07140303 sig in 10act.) RANK 13 NODE 9 --> 2.87152982 sigma out 1act.( 5.00361967 sig in 10act.) RANK 14 NODE 14 --> 2.32693768 sigma out 1act.( 4.72840071 sig in 10act.) RANK 15 NODE 7 --> 1.63725185 sigma out 1act.( 3.84851766 sig in 10act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 21.4792519 sigma in 15 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.621627688 *** contribution from regularisation: 0.00302489102 *** contribution from error: -0.624652565 *********************************************** -----------------> Test sample Iteration No: 10 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -52856.9998 0.389935195 -11.4989424 EXIT FROM BFGS code FG_LNSRCH 0. 0.391184002 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.622496665 *** contribution from regularisation: 0.00216871174 *** contribution from error: -0.62466538 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52930.8898 0.391184002 -8.77165413 EXIT FROM BFGS code FG_LNSRCH 0. 0.391161323 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.622255325 *** contribution from regularisation: 0.0024100279 *** contribution from error: -0.62466538 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52910.3715 0.391161323 -8.6106205 EXIT FROM BFGS code FG_LNSRCH 0. 0.391183972 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.622352421 *** contribution from regularisation: 0.00231295661 *** contribution from error: -0.62466538 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52918.6247 0.391183972 -8.57716656 EXIT FROM BFGS code FG_LNSRCH 0. 0.391184002 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.622344673 *** contribution from regularisation: 0.00232067588 *** contribution from error: -0.62466532 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52917.9683 0.391184002 -8.57632923 EXIT FROM BFGS code NEW_X -52917.9683 0.391184002 -8.57632923 ENTER BFGS code NEW_X -52917.9683 0.391184002 -8.57632923 EXIT FROM BFGS code CONVERGENC -52917.9683 0.391184002 -8.57632923 --------------------------------------------------- Iteration : 250 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 35.8661613 sigma out 15 active outputs RANK 2 NODE 1 --> 21.6693382 sigma out 15 active outputs RANK 3 NODE 3 --> 19.0382576 sigma out 15 active outputs RANK 4 NODE 8 --> 16.5045147 sigma out 15 active outputs RANK 5 NODE 10 --> 15.8503971 sigma out 15 active outputs RANK 6 NODE 9 --> 12.0663576 sigma out 15 active outputs RANK 7 NODE 7 --> 10.4885225 sigma out 15 active outputs RANK 8 NODE 4 --> 10.1841278 sigma out 15 active outputs RANK 9 NODE 6 --> 9.01033878 sigma out 15 active outputs RANK 10 NODE 5 --> 8.52059174 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 25.7486057 sigma in 10act. ( 17.8748302 sig out 1act.) RANK 2 NODE 13 --> 21.2102375 sigma in 10act. ( 16.8257065 sig out 1act.) RANK 3 NODE 2 --> 20.0803223 sigma in 10act. ( 16.1750774 sig out 1act.) RANK 4 NODE 12 --> 17.6275902 sigma in 10act. ( 14.0473347 sig out 1act.) RANK 5 NODE 3 --> 17.3248577 sigma in 10act. ( 13.6217098 sig out 1act.) RANK 6 NODE 10 --> 14.0317841 sigma in 10act. ( 10.0254087 sig out 1act.) RANK 7 NODE 4 --> 13.9490519 sigma in 10act. ( 13.6762981 sig out 1act.) RANK 8 NODE 5 --> 12.0950594 sigma in 10act. ( 10.9131374 sig out 1act.) RANK 9 NODE 15 --> 11.914526 sigma in 10act. ( 11.45397 sig out 1act.) RANK 10 NODE 8 --> 11.1231604 sigma in 10act. ( 9.26681042 sig out 1act.) RANK 11 NODE 1 --> 8.11552048 sigma in 10act. ( 7.07423306 sig out 1act.) RANK 12 NODE 9 --> 7.22797918 sigma in 10act. ( 6.31478024 sig out 1act.) RANK 13 NODE 6 --> 7.11967707 sigma in 10act. ( 5.98854828 sig out 1act.) RANK 14 NODE 14 --> 5.94212103 sigma in 10act. ( 4.89530039 sig out 1act.) RANK 15 NODE 7 --> 4.54219818 sigma in 10act. ( 3.25943208 sig out 1act.) sorted by output significance RANK 1 NODE 11 --> 17.8748302 sigma out 1act.( 25.7486057 sig in 10act.) RANK 2 NODE 13 --> 16.8257065 sigma out 1act.( 21.2102375 sig in 10act.) RANK 3 NODE 2 --> 16.1750774 sigma out 1act.( 20.0803223 sig in 10act.) RANK 4 NODE 12 --> 14.0473347 sigma out 1act.( 17.6275902 sig in 10act.) RANK 5 NODE 4 --> 13.6762981 sigma out 1act.( 13.9490519 sig in 10act.) RANK 6 NODE 3 --> 13.6217098 sigma out 1act.( 17.3248577 sig in 10act.) RANK 7 NODE 15 --> 11.45397 sigma out 1act.( 11.914526 sig in 10act.) RANK 8 NODE 5 --> 10.9131374 sigma out 1act.( 12.0950594 sig in 10act.) RANK 9 NODE 10 --> 10.0254087 sigma out 1act.( 14.0317841 sig in 10act.) RANK 10 NODE 8 --> 9.26681042 sigma out 1act.( 11.1231604 sig in 10act.) RANK 11 NODE 1 --> 7.07423306 sigma out 1act.( 8.11552048 sig in 10act.) RANK 12 NODE 9 --> 6.31478024 sigma out 1act.( 7.22797918 sig in 10act.) RANK 13 NODE 6 --> 5.98854828 sigma out 1act.( 7.11967707 sig in 10act.) RANK 14 NODE 14 --> 4.89530039 sigma out 1act.( 5.94212103 sig in 10act.) RANK 15 NODE 7 --> 3.25943208 sigma out 1act.( 4.54219818 sig in 10act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 45.0689621 sigma in 15 active inputs *********************************************** *** Learn Path 250 *** loss function: -0.622331083 *** contribution from regularisation: 0.0023342655 *** contribution from error: -0.62466532 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE SAVING EXPERTISE TO expert.nb NB_AHISTOUT: storage space 25490 Closing output file done