NNInput NNInputs_115.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= 184627 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 = 44827 nbkg = 139800 Bkg Entries: 139800 Sig Entries: 44827 Chosen entries: 44827 Signal fraction: 1 Background fraction: 0.320651 Signal Tree Copy Condition: Background Tree Copy Condition: Actual Background Entries: 139800 Actual Signal Entries: 44827 Entries to split: 44827 Test with : 22413 Train with : 22413 ********************************************* * 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= 44827 for Signal Prepared event 0 for Signal with 44827 events ====Entry 0 Variable Ht : 147.2 Variable LepAPt : 33.8436 Variable LepBPt : 16.8195 Variable MetSigLeptonsJets : 7.93922 Variable MetSpec : 69.8321 Variable SumEtLeptonsJets : 77.3669 Variable VSumJetLeptonsPt : 74.5437 Variable addEt : 120.496 Variable dPhiLepSumMet : 2.77597 Variable dPhiLeptons : 0.349396 Variable dRLeptons : 0.409585 Variable lep1_E : 34.748 Variable lep2_E : 16.8224 ===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 = 2115 Ht = 147.2 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 33.8439 LepAPt = 33.8436 LepBEt = 16.82 LepBPt = 16.8195 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 69.8321 MetDelPhi = 2.54203 MetSig = 5.42558 MetSigLeptonsJets = 7.93922 MetSpec = 69.8321 Mjj = 0 MostCentralJetEta = -1.25048 MtllMet = 121.128 Njets = 1 SB = 0 SumEt = 165.661 SumEtJets = 0 SumEtLeptonsJets = 77.3669 Target = 1 TrainWeight = 1 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 74.5437 addEt = 120.496 dPhiLepSumMet = 2.77597 dPhiLeptons = 0.349396 dRLeptons = 0.409585 diltype = 17 dimass = 9.74565 event = 4187 jet1_Et = 26.7039 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 34.748 lep2_E = 16.8224 rand = 0.999742 run = 237705 weight = 5.90147e-07 ===Show End Prepared event 10000 for Signal with 44827 events Prepared event 20000 for Signal with 44827 events Prepared event 30000 for Signal with 44827 events Prepared event 40000 for Signal with 44827 events Adding variable Ht To Neurobayes Adding variable LepAPt To Neurobayes Adding variable LepBPt To Neurobayes Adding variable MetSigLeptonsJets To Neurobayes Adding variable MetSpec To Neurobayes Adding variable SumEtLeptonsJets To Neurobayes Adding variable VSumJetLeptonsPt To Neurobayes Adding variable addEt To Neurobayes Adding variable dPhiLepSumMet To Neurobayes Adding variable dPhiLeptons To Neurobayes Adding variable dRLeptons To Neurobayes Adding variable lep1_E To Neurobayes Adding variable lep2_E To Neurobayes NNAna::PrepareNBTraining_: Nent= 139800 for Background Prepared event 0 for Background with 139800 events ====Entry 0 Variable Ht : 85.3408 Variable LepAPt : 31.1294 Variable LepBPt : 10.0664 Variable MetSigLeptonsJets : 6.87768 Variable MetSpec : 44.1437 Variable SumEtLeptonsJets : 41.1959 Variable VSumJetLeptonsPt : 41.0132 Variable addEt : 85.3408 Variable dPhiLepSumMet : 3.10536 Variable dPhiLeptons : 0.219342 Variable dRLeptons : 0.424454 Variable lep1_E : 32.3548 Variable lep2_E : 10.1027 ===Show Start ======> EVENT:0 DEtaJ1J2 = 0 DEtaJ1Lep1 = 0 DEtaJ1Lep2 = 0 DEtaJ2Lep1 = 0 DEtaJ2Lep2 = 0 DPhiJ1J2 = 0 DPhiJ1Lep1 = 0 DPhiJ1Lep2 = 0 DPhiJ2Lep1 = 0 DPhiJ2Lep2 = 0 DRJ1J2 = 0 DRJ1Lep1 = 0 DRJ1Lep2 = 0 DRJ2Lep1 = 0 DRJ2Lep2 = 0 DeltaRJet12 = 0 File = 1 Ht = 85.3408 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 31.1297 LepAPt = 31.1294 LepBEt = 10.0674 LepBPt = 10.0664 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 44.1437 MetDelPhi = 3.01191 MetSig = 3.74558 MetSigLeptonsJets = 6.87768 MetSpec = 44.1437 Mjj = 0 MostCentralJetEta = 0 MtllMet = 86.2332 Njets = 0 SB = 0 SumEt = 138.899 SumEtJets = 0 SumEtLeptonsJets = 41.1959 Target = 0 TrainWeight = 0.25595 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 41.0132 addEt = 85.3408 dPhiLepSumMet = 3.10536 dPhiLeptons = 0.219342 dRLeptons = 0.424454 diltype = 17 dimass = 7.54723 event = 6717520 jet1_Et = 0 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 32.3548 lep2_E = 10.1027 rand = 0.999742 run = 271566 weight = 0.00331651 ===Show End Prepared event 10000 for Background with 139800 events Prepared event 20000 for Background with 139800 events Prepared event 30000 for Background with 139800 events Prepared event 40000 for Background with 139800 events Prepared event 50000 for Background with 139800 events Prepared event 60000 for Background with 139800 events Prepared event 70000 for Background with 139800 events Prepared event 80000 for Background with 139800 events Prepared event 90000 for Background with 139800 events Prepared event 100000 for Background with 139800 events Prepared event 110000 for Background with 139800 events Prepared event 120000 for Background with 139800 events Prepared event 130000 for Background with 139800 events Warning: found 4366 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 184627 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 4366 negative weights. Signal fraction: 62.3530083 % ------------------------------ 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 60.0046387 62.8897018 64.802124 66.3857117 67.6327209 68.572998 69.5403442 70.3132553 71.0700836 71.870018 72.68013 73.3094864 74.0617828 74.6306992 75.2469025 75.7587891 76.2667694 76.8839264 77.3041077 77.8963776 78.3993912 78.9580307 79.4811859 79.9946747 80.6312561 81.151123 81.8071976 82.4282684 82.9408035 83.5886612 84.4092102 85.1953735 86.0053864 86.88414 87.6279755 88.4669266 89.1867218 89.9954529 91.0067749 92.0057068 92.9638443 93.9403992 94.7247467 95.5370102 96.3640442 97.2742004 98.1314774 98.958313 99.8191681 100.699608 101.525238 102.352699 103.235245 104.086624 104.72879 105.624214 106.499992 107.312912 108.150253 109.127792 110.012917 110.926132 111.85183 112.835968 113.929276 115.138153 116.520737 117.902458 119.469391 121.051376 122.618942 124.316551 126.265381 127.981308 129.592133 131.642975 133.379181 135.341171 137.302933 139.432434 141.554291 143.886688 146.431793 148.891876 151.742691 154.798401 158.227554 161.294586 164.599518 168.723846 173.303421 178.403366 184.707916 191.284897 198.997437 208.849335 221.366608 238.553101 263.974731 306.338806 871.385864 ------------------------------ Transdef: Tab for variable 3 20.0008526 20.2441368 20.5003166 20.7398987 20.9980755 21.2551003 21.4781342 21.6951962 21.8966904 22.093832 22.3159142 22.5266857 22.7258682 22.9181671 23.1029243 23.2765198 23.4914017 23.6733093 23.8449211 24.0572853 24.2711391 24.4572315 24.6297836 24.8477898 25.0552216 25.2076511 25.3849335 25.5716591 25.7263241 25.8994675 26.0834217 26.2667351 26.4345551 26.6262169 26.8179665 27.0136795 27.2140102 27.4353867 27.6256657 27.8346329 28.0099678 28.1827049 28.3517437 28.6106148 28.8362045 29.0528641 29.245163 29.46521 29.6913185 29.8904667 30.1245079 30.3496571 30.5820847 30.8212166 31.0634613 31.3197784 31.5345154 31.7474747 31.9683914 32.2307281 32.477272 32.7181892 32.9510269 33.2340088 33.5289726 33.8155212 34.0881882 34.3994522 34.692852 34.9945984 35.3204384 35.61586 35.9408417 36.3178787 36.6758804 37.0359192 37.4813232 37.8619499 38.3097649 38.7444534 39.2154427 39.7537231 40.2296982 40.808609 41.2345886 41.8607483 42.5113907 43.2111816 44.0928726 44.9888306 46.0122414 47.1771164 48.4565125 49.8624039 51.4298515 53.7358589 56.7027969 60.4742203 65.7505493 75.7162323 228.385986 ------------------------------ Transdef: Tab for variable 4 10.000247 10.0819016 10.1778316 10.2680435 10.3623543 10.4463654 10.5204716 10.6027079 10.6862125 10.7748146 10.85676 10.9353657 11.0133162 11.1074352 11.1913252 11.2965708 11.3850241 11.4860592 11.5863571 11.684124 11.771553 11.8645687 11.9710426 12.0732498 12.1839933 12.2786484 12.3815594 12.4846745 12.5941849 12.7052288 12.8134956 12.9056931 13.0058784 13.1211872 13.2338619 13.3748817 13.4874268 13.6123829 13.7341642 13.8211956 13.9206257 14.0511427 14.1569653 14.2670689 14.3634529 14.490468 14.6298885 14.7681503 14.9090881 15.0522518 15.1980152 15.3390331 15.4600487 15.5919666 15.7388115 15.8627892 15.9962749 16.150507 16.3015041 16.4379253 16.5961323 16.746727 16.8915215 17.074955 17.2528725 17.4385433 17.6345921 17.8048935 17.9861107 18.1401253 18.3239689 18.5109749 18.7277336 18.9217472 19.1164665 19.3402557 19.6107483 19.8496113 20.0839939 20.2983112 20.5004082 20.7769718 21.0432587 21.3407993 21.625103 21.8982925 22.233532 22.5735474 22.9465313 23.3708839 23.8311081 24.2652817 24.8007812 25.453083 26.1884918 27.0202732 28.0042496 29.2370949 31.1693306 34.7710876 71.4863358 ------------------------------ Transdef: Tab for variable 5 0.97587049 2.28790164 2.67314816 2.93737555 3.1587019 3.33195782 3.52307749 3.69486618 3.84985352 3.98465466 4.09377384 4.1862011 4.27749062 4.3682785 4.45184612 4.54490519 4.61683941 4.68310499 4.75139904 4.81377268 4.88520241 4.95154095 5.01324272 5.06635571 5.12015533 5.17176247 5.22941494 5.27632236 5.3248415 5.36857224 5.41413069 5.45733643 5.50058651 5.53228331 5.58051586 5.6230135 5.6593771 5.70137119 5.74187374 5.785182 5.82322598 5.8607645 5.89636707 5.93464184 5.97424984 6.01062775 6.0509634 6.08766842 6.12858105 6.16684341 6.20093203 6.22965813 6.26928616 6.30029392 6.33302593 6.36479187 6.40302706 6.43813324 6.47701168 6.5137434 6.55081367 6.58843803 6.62751484 6.66197824 6.70139647 6.73758316 6.7730999 6.81130409 6.84102631 6.87376881 6.91747522 6.96473646 6.99506187 7.03913307 7.07889891 7.12298965 7.17115784 7.21601009 7.25594425 7.29891109 7.3483181 7.40042067 7.45126534 7.50304604 7.56237221 7.62505579 7.69095373 7.76148653 7.83903217 7.91594315 8.00956631 8.10450745 8.21909332 8.3502655 8.48642349 8.66869354 8.88508987 9.17798615 9.56203079 10.4254227 18.6198635 ------------------------------ Transdef: Tab for variable 6 15.0117254 18.8634644 22.6279621 25.313364 26.0995216 26.9603539 27.5719872 28.2912102 28.9759102 29.5641003 30.1014709 30.6709251 31.1146431 31.6022453 32.0907974 32.5911331 32.96418 33.3903503 33.7767487 34.1560822 34.5661545 34.8820267 35.1739922 35.5671616 35.9195175 36.1972275 36.4817963 36.8344765 37.1541023 37.4434967 37.7293854 38.0057755 38.2670364 38.5632477 38.8774567 39.1662598 39.4496613 39.7256889 40.0153885 40.2957153 40.5313873 40.8623276 41.1860008 41.5153961 41.8247833 42.1622925 42.4444122 42.7589493 43.0446243 43.2987061 43.609581 43.9117203 44.263195 44.5699005 44.9856796 45.3852844 45.7853279 46.1480713 46.5544739 46.9643784 47.344471 47.7238464 48.1467514 48.5461807 48.953064 49.3262024 49.7074127 50.1095276 50.4990158 50.8902588 51.3134537 51.7830887 52.2493324 52.670517 53.2042007 53.6862717 54.1640053 54.655899 55.2127571 55.7707977 56.3228645 56.9311943 57.5452652 58.2395477 58.8996506 59.7221909 60.6629486 61.6826248 62.7019882 63.8080215 65.1165085 66.4415054 68.1157532 69.8878174 72.1612167 74.9384003 77.3955765 81.849823 87.1869659 97.4224091 232.087921 ------------------------------ Transdef: Tab for variable 7 30.1229668 32.6107712 33.4969063 34.1736832 34.7756653 35.3035812 35.7308578 36.1081009 36.4686928 36.868309 37.2018318 37.4732285 37.7350006 37.9892616 38.2110634 38.4531479 38.7556381 38.97155 39.2276497 39.4700966 39.7053223 40.0543175 40.3405838 40.6252747 40.9198227 41.2149124 41.4962502 41.8469925 42.0981674 42.4838104 42.9051437 43.3282852 43.794239 44.2328949 44.6322289 45.034523 45.4652977 45.8628845 46.3614807 46.8006325 47.2339325 47.7767754 48.2451553 48.7438736 49.2903023 49.8685074 50.4149055 50.9466019 51.4400368 52.0215912 52.5535583 53.1481094 53.7382507 54.3444138 54.9371643 55.6055603 56.1425552 56.9057236 57.7297974 58.6899796 59.6877441 60.8743896 61.6146049 62.67939 63.8188629 65.0709229 66.3709412 67.6757355 68.9446411 70.4158325 71.6851501 73.0658875 74.4817276 75.9068604 77.2231598 78.7375259 80.2791748 81.8320465 83.2424622 85.1750031 87.1671906 89.407135 91.526535 93.9765015 96.7881165 99.2629776 101.947784 105.022308 108.266022 111.892761 115.506187 119.903702 125.152847 131.156662 137.846649 145.823669 155.505692 169.540955 189.337128 225.619568 509.450317 ------------------------------ Transdef: Tab for variable 8 0.862621069 20.8682938 25.2881527 28.1505051 29.8532753 31.0344963 31.8407707 32.443222 32.9499664 33.3874054 33.8465691 34.2189636 34.6054153 34.9656525 35.2183151 35.5068207 35.7960663 36.0935822 36.3989105 36.6047363 36.8406525 37.1036148 37.3150558 37.5310402 37.7881622 37.9974747 38.1881294 38.4258919 38.6301575 38.8486137 39.0586014 39.2818642 39.4914551 39.7665329 40.0373077 40.2669449 40.4950256 40.765007 41.0355148 41.3102226 41.6048088 41.8778458 42.1565781 42.4363594 42.7637863 43.0873184 43.3852921 43.6754761 43.9730988 44.3128586 44.632103 44.9658966 45.295639 45.6365814 46.0036049 46.3519592 46.6884003 47.0610657 47.475975 47.8680725 48.1566849 48.5776825 48.9038544 49.3150864 49.68647 50.0549049 50.4464417 50.8693314 51.256855 51.6784401 52.113266 52.5502815 53.0263062 53.5010757 53.8934021 54.3479614 54.8372612 55.3543472 55.8923569 56.5114822 57.1760941 57.8655167 58.6612549 59.4321251 60.3372269 61.2495232 62.2951355 63.3596802 64.55793 65.697403 67.1886749 68.7611694 70.7686996 72.8796005 75.0146103 78.0906067 81.6635437 86.8182831 94.6849289 111.924858 363.523895 ------------------------------ Transdef: Tab for variable 9 49.0944328 62.3110199 63.9065094 65.432373 66.6156845 67.699379 68.5515137 69.4301453 70.1250153 70.7067795 71.4542694 72.0952606 72.8259277 73.3898697 74.0261078 74.5232239 75.1030045 75.5634003 76.0134354 76.52211 76.9800339 77.3712387 77.8600922 78.3265228 78.7110062 79.2415009 79.630127 80.0411453 80.5680542 81.008606 81.5489655 82.0437393 82.5161819 82.9786606 83.4942017 84.0387115 84.6773758 85.209816 85.8878326 86.5495529 86.980835 87.5793381 88.179657 88.7293701 89.3118744 89.9335938 90.6310425 91.3718109 92.0896149 92.7964325 93.4487 94.1557465 94.6886292 95.3294373 95.9437485 96.6029816 97.2662048 97.9974136 98.5742798 99.2479858 99.8366699 100.500992 101.178192 101.713074 102.361252 102.941406 103.546005 104.162704 104.788261 105.41832 106.041046 106.691406 107.321999 107.986969 108.603653 109.247849 109.931404 110.576073 111.25914 111.971237 112.768562 113.624168 114.50177 115.435883 116.363754 117.33889 118.530609 119.81813 121.130249 122.733292 124.638077 126.950905 129.593811 132.539368 136.223495 141.07634 147.082275 153.884094 165.279358 191.619202 434.914825 ------------------------------ Transdef: Tab for variable 10 0.00602381537 0.765714288 1.0754534 1.28812766 1.43434346 1.56469893 1.67683434 1.7743417 1.85377622 1.92803502 1.99587631 2.06348777 2.12318206 2.17977238 2.23166466 2.27910662 2.32230186 2.36556053 2.40855694 2.44318557 2.47749472 2.51024175 2.54075527 2.56927705 2.59506559 2.61862803 2.64502478 2.67177415 2.69479847 2.71766162 2.7390368 2.75911093 2.77653217 2.79403782 2.80983162 2.82347584 2.83515668 2.84541798 2.85812187 2.86939478 2.88038683 2.89044952 2.90174198 2.91121435 2.91932368 2.92795777 2.93473506 2.94260669 2.94989491 2.95636606 2.96298313 2.96867919 2.97533655 2.98100281 2.98541856 2.99053335 2.99426746 2.99911642 3.00425363 3.00909901 3.01421452 3.01910949 3.02347875 3.02775002 3.03139758 3.03506017 3.03948331 3.04348707 3.04736114 3.05146909 3.05545473 3.05894279 3.06195068 3.0659318 3.06870937 3.07208014 3.07518888 3.07809067 3.08178568 3.08507109 3.08840704 3.09164047 3.0945456 3.09678388 3.09968328 3.10246706 3.10473633 3.10793924 3.11049128 3.113662 3.11617756 3.11861181 3.12099218 3.12377644 3.12666559 3.12905693 3.13139391 3.13376808 3.13648272 3.13891554 3.14159131 ------------------------------ Transdef: Tab for variable 11 1.62124634E-05 0.00547009706 0.0103887348 0.0172052979 0.0236028992 0.0298341569 0.0393908024 0.0474399626 0.0561043024 0.0627588034 0.0726284683 0.0818282366 0.0910938084 0.0993079096 0.10768342 0.115766883 0.124052644 0.13231653 0.142357081 0.151439071 0.159053445 0.167022109 0.175000787 0.182373703 0.189858913 0.197288752 0.20461297 0.212353081 0.219133615 0.226237535 0.232858866 0.239343643 0.246466398 0.253853738 0.259932041 0.265375614 0.271635056 0.278035641 0.284171462 0.290462643 0.296493053 0.302439451 0.308229566 0.314037293 0.320209146 0.32590121 0.331360459 0.337582827 0.343378901 0.349835336 0.35551703 0.360860467 0.367029428 0.373224497 0.379515767 0.38586688 0.391228795 0.396933764 0.401907742 0.40844208 0.414365053 0.419910669 0.425798476 0.431575656 0.437816858 0.444135189 0.449581295 0.455949187 0.461789638 0.468676507 0.474549651 0.479825348 0.486289263 0.493352652 0.500948191 0.508555055 0.515614748 0.522658229 0.529181004 0.537730455 0.544261694 0.550633371 0.557948589 0.56670773 0.575914562 0.584475935 0.594213247 0.605320215 0.615400791 0.62744689 0.63839066 0.650441527 0.663010836 0.678085804 0.695851743 0.714843869 0.735637546 0.770377517 0.802864075 0.863780618 1.11657131 ------------------------------ Transdef: Tab for variable 12 0.20003137 0.230241105 0.248908192 0.265580475 0.278205991 0.288546503 0.300500095 0.309759915 0.319870681 0.328979969 0.338004291 0.34686783 0.353741914 0.360025764 0.367881298 0.375855207 0.382359743 0.389748931 0.396054149 0.401507914 0.406866044 0.411909789 0.416007876 0.420802116 0.425109059 0.430047095 0.43416214 0.438686192 0.443265647 0.44685185 0.451455295 0.45579195 0.459830463 0.463649809 0.467273414 0.471268028 0.475424796 0.479532868 0.482923448 0.486829042 0.490453601 0.494218141 0.497934461 0.502030313 0.506284893 0.510286868 0.513859451 0.517849326 0.521838009 0.525802732 0.530235529 0.534362018 0.538961649 0.543146491 0.547429681 0.551098228 0.555103898 0.559646368 0.563627124 0.567951202 0.572093964 0.57698977 0.581695259 0.586054146 0.590892196 0.595367312 0.600100994 0.605255067 0.610384345 0.615867734 0.621316791 0.626994371 0.632068396 0.637066841 0.643118262 0.648542464 0.654833615 0.660705626 0.665985465 0.67145884 0.676983356 0.683063924 0.690204799 0.697737634 0.704502463 0.71243906 0.719877362 0.727065086 0.73601383 0.745280981 0.75503087 0.763810158 0.773752928 0.787513375 0.801089764 0.816781998 0.836210132 0.855506063 0.88652426 0.924740672 1.13453126 ------------------------------ Transdef: Tab for variable 13 20.0025482 21.390173 22.1211414 22.5993233 23.1589279 23.7036629 24.2453537 24.6770287 25.11689 25.4537239 25.8197346 26.1804638 26.569458 27.0126743 27.3061371 27.6770287 27.972435 28.258297 28.5937576 28.8530159 29.1700821 29.4299812 29.7410755 30.06283 30.3443661 30.6149979 30.905592 31.1680489 31.4398842 31.7658195 32.0548477 32.342598 32.6284409 32.9505272 33.2296829 33.5696716 33.8941422 34.2261581 34.5107956 34.8335495 35.0987701 35.4118729 35.7491112 36.0757523 36.3273964 36.6754112 36.9947891 37.3476143 37.7318878 38.0606079 38.4270744 38.7692795 39.1730919 39.5726051 39.9666672 40.3693085 40.800045 41.2698822 41.7266464 42.1924706 42.6478462 43.1034241 43.5534973 44.0410767 44.4972382 45.0174866 45.5939102 46.1700134 46.677536 47.3052063 47.8574448 48.4923325 49.2063904 49.8862457 50.5630951 51.3871384 52.200737 52.9935493 53.9342155 54.881218 55.7538223 56.7482224 57.6885605 58.6597595 59.952774 61.3139687 62.5980377 64.203392 65.8315506 67.4910278 69.0101547 71.0890884 73.513382 75.7468872 78.5489349 82.1381683 86.4492798 90.8367615 97.371521 107.970337 232.717926 ------------------------------ Transdef: Tab for variable 14 10.0093269 10.5090656 10.8165874 11.0525093 11.2933207 11.4972868 11.7276497 11.9058151 12.1454906 12.3349009 12.5211868 12.7245979 12.9132347 13.1169319 13.3106546 13.4887085 13.662653 13.8422337 14.0253963 14.2126627 14.3753662 14.5566425 14.7300148 14.9082985 15.0817337 15.2565117 15.4665527 15.6604099 15.8323231 16.0226669 16.2247849 16.3698273 16.5346928 16.7154083 16.879982 17.0585861 17.2351055 17.4177742 17.6334419 17.769455 17.9588108 18.1513901 18.363266 18.5938568 18.7799625 18.9957581 19.1695366 19.3847618 19.5971127 19.8192215 20.0285873 20.2511673 20.4837837 20.7107468 20.936964 21.1651192 21.3750896 21.6081543 21.8074341 22.0420341 22.3025551 22.5670185 22.830307 23.0588379 23.3317146 23.5951118 23.8883743 24.1564255 24.4743576 24.7980766 25.1120586 25.4229736 25.6950741 26.0482559 26.3658199 26.7583866 27.1529198 27.6030121 27.9611187 28.3291569 28.836134 29.2658882 29.7326717 30.358429 30.9820213 31.4573784 32.0614166 32.7670746 33.5172958 34.3328362 35.2012901 36.3375435 37.3833466 38.8877525 40.0739288 41.9050903 44.1023331 47.0249863 50.8238029 58.3456345 124.551949 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 52.7 39.6 23.8 3.8 28.8 51.2 34.9 48.1 -30.7 -5.9 -17.7 5.9 -7.9 2 52.7 100.0 63.8 42.9 11.7 54.7 93.8 60.3 89.4 -54.1 -17.8 -39.3 31.5 13.7 3 39.6 63.8 100.0 19.2 -9.3 22.5 67.6 44.6 69.3 -22.5 -18.3 -43.4 63.3 0.3 4 23.8 42.9 19.2 100.0 -4.8 15.9 45.1 30.6 46.5 -14.7 -23.0 -46.9 6.4 65.5 5 3.8 11.7 -9.3 -4.8 100.0 78.9 -16.0 42.5 40.3 30.4 3.0 6.3 -12.8 -7.4 6 28.8 54.7 22.5 15.9 78.9 100.0 31.9 69.3 72.3 -3.1 -5.8 -13.4 4.6 0.3 7 51.2 93.8 67.6 45.1 -16.0 31.9 100.0 54.1 76.7 -59.9 -17.4 -40.5 36.2 16.8 8 34.9 60.3 44.6 30.6 42.5 69.3 54.1 100.0 73.7 -10.4 -14.6 -28.6 21.6 10.4 9 48.1 89.4 69.3 46.5 40.3 72.3 76.7 73.7 100.0 -28.5 -19.4 -43.8 35.7 17.0 10 -30.7 -54.1 -22.5 -14.7 30.4 -3.1 -59.9 -10.4 -28.5 100.0 4.6 11.4 -9.3 -1.9 11 -5.9 -17.8 -18.3 -23.0 3.0 -5.8 -17.4 -14.6 -19.4 4.6 100.0 53.6 -8.2 -14.5 12 -17.7 -39.3 -43.4 -46.9 6.3 -13.4 -40.5 -28.6 -43.8 11.4 53.6 100.0 -21.7 -23.5 13 5.9 31.5 63.3 6.4 -12.8 4.6 36.2 21.6 35.7 -9.3 -8.2 -21.7 100.0 36.9 14 -7.9 13.7 0.3 65.5 -7.4 0.3 16.8 10.4 17.0 -1.9 -14.5 -23.5 36.9 100.0 TOTAL CORRELATION TO TARGET (diagonal) 115.357082 TOTAL CORRELATION OF ALL VARIABLES 58.8345349 ROUND 1: MAX CORR ( 58.8328497) AFTER KILLING INPUT VARIABLE 5 CONTR 0.445304637 ROUND 2: MAX CORR ( 58.8252498) AFTER KILLING INPUT VARIABLE 11 CONTR 0.945611662 ROUND 3: MAX CORR ( 58.8102886) AFTER KILLING INPUT VARIABLE 7 CONTR 1.32663831 ROUND 4: MAX CORR ( 58.746621) AFTER KILLING INPUT VARIABLE 6 CONTR 2.73579404 ROUND 5: MAX CORR ( 58.722206) AFTER KILLING INPUT VARIABLE 9 CONTR 1.69351706 ROUND 6: MAX CORR ( 58.5731417) AFTER KILLING INPUT VARIABLE 8 CONTR 4.1814538 ROUND 7: MAX CORR ( 58.4064081) AFTER KILLING INPUT VARIABLE 10 CONTR 4.41638108 ROUND 8: MAX CORR ( 58.0193265) AFTER KILLING INPUT VARIABLE 13 CONTR 6.71314087 ROUND 9: MAX CORR ( 57.4544067) AFTER KILLING INPUT VARIABLE 12 CONTR 8.07671946 ROUND 10: MAX CORR ( 57.0230435) AFTER KILLING INPUT VARIABLE 3 CONTR 7.02718656 ROUND 11: MAX CORR ( 54.870421) AFTER KILLING INPUT VARIABLE 4 CONTR 15.5198066 ROUND 12: MAX CORR ( 52.7026391) AFTER KILLING INPUT VARIABLE 14 CONTR 15.2707212 LAST REMAINING VARIABLE: 2 total correlation to target: 58.8345349 % total significance: 111.883814 sigma correlations of single variables to target: variable 2: 52.7026391 % , in sigma: 100.222978 variable 3: 39.615613 % , in sigma: 75.335785 variable 4: 23.8473256 % , in sigma: 45.349721 variable 5: 3.75175583 % , in sigma: 7.13459793 variable 6: 28.7800264 % , in sigma: 54.7300854 variable 7: 51.2339787 % , in sigma: 97.4300713 variable 8: 34.9498235 % , in sigma: 66.4629975 variable 9: 48.1184361 % , in sigma: 91.5053405 variable 10: -30.70342 % , in sigma: 58.3877435 variable 11: -5.87692765 % , in sigma: 11.1759714 variable 12: -17.6882933 % , in sigma: 33.6372798 variable 13: 5.89642035 % , in sigma: 11.2130401 variable 14: -7.90914364 % , in sigma: 15.0405736 variables sorted by significance: 1 most relevant variable 2 corr 52.7026405 , in sigma: 100.22298 2 most relevant variable 14 corr 15.2707214 , in sigma: 29.0398583 3 most relevant variable 4 corr 15.5198069 , in sigma: 29.5135363 4 most relevant variable 3 corr 7.02718639 , in sigma: 13.3633828 5 most relevant variable 12 corr 8.07671928 , in sigma: 15.3592471 6 most relevant variable 13 corr 6.71314096 , in sigma: 12.7661724 7 most relevant variable 10 corr 4.41638088 , in sigma: 8.39849482 8 most relevant variable 8 corr 4.1814537 , in sigma: 7.95174108 9 most relevant variable 9 corr 1.69351709 , in sigma: 3.22050903 10 most relevant variable 6 corr 2.73579407 , in sigma: 5.2025749 11 most relevant variable 7 corr 1.32663834 , in sigma: 2.52282707 12 most relevant variable 11 corr 0.945611656 , in sigma: 1.79824042 13 most relevant variable 5 corr 0.445304632 , in sigma: 0.846822035 global correlations between input variables: variable 2: 98.9028669 % variable 3: 93.5508283 % variable 4: 88.6863154 % variable 5: 94.2914771 % variable 6: 92.7123878 % variable 7: 98.3559319 % variable 8: 84.253212 % variable 9: 98.6194554 % variable 10: 72.500172 % variable 11: 54.7830821 % variable 12: 71.0106009 % variable 13: 83.874601 % variable 14: 85.0917125 % significance loss when removing single variables: variable 2: corr = 4.44793068 % , sigma = 8.45849209 variable 3: corr = 9.00251424 % , sigma = 17.1198027 variable 4: corr = 10.6544356 % , sigma = 20.2612103 variable 5: corr = 0.445304637 % , sigma = 0.846822044 variable 6: corr = 2.85298388 % , sigma = 5.42543114 variable 7: corr = 1.03481572 % , sigma = 1.96787703 variable 8: corr = 2.41103438 % , sigma = 4.58498945 variable 9: corr = 1.56757272 % , sigma = 2.98100452 variable 10: corr = 4.18862397 % , sigma = 7.96537655 variable 11: corr = 0.946644959 % , sigma = 1.80020542 variable 12: corr = 6.46220978 % , sigma = 12.2889843 variable 13: corr = 6.69668055 % , sigma = 12.7348701 variable 14: corr = 10.7242617 % , sigma = 20.3939965 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 3 --> 23.4815979 sigma out 15 active outputs RANK 2 NODE 4 --> 20.6466904 sigma out 15 active outputs RANK 3 NODE 7 --> 17.6362114 sigma out 15 active outputs RANK 4 NODE 10 --> 16.3963985 sigma out 15 active outputs RANK 5 NODE 5 --> 15.8771229 sigma out 15 active outputs RANK 6 NODE 9 --> 13.9311972 sigma out 15 active outputs RANK 7 NODE 6 --> 13.5129023 sigma out 15 active outputs RANK 8 NODE 8 --> 12.7149477 sigma out 15 active outputs RANK 9 NODE 11 --> 12.6774864 sigma out 15 active outputs RANK 10 NODE 2 --> 10.8129301 sigma out 15 active outputs RANK 11 NODE 1 --> 9.30453682 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 30.3469791 sigma in 11act. ( 32.8773155 sig out 1act.) RANK 2 NODE 2 --> 27.180397 sigma in 11act. ( 26.9897518 sig out 1act.) RANK 3 NODE 11 --> 15.3296862 sigma in 11act. ( 15.7951889 sig out 1act.) RANK 4 NODE 15 --> 13.9103727 sigma in 11act. ( 14.4799795 sig out 1act.) RANK 5 NODE 1 --> 11.9944105 sigma in 11act. ( 12.1842651 sig out 1act.) RANK 6 NODE 10 --> 10.2030926 sigma in 11act. ( 9.72939396 sig out 1act.) RANK 7 NODE 13 --> 8.78225136 sigma in 11act. ( 10.572773 sig out 1act.) RANK 8 NODE 4 --> 8.31958771 sigma in 11act. ( 8.24406338 sig out 1act.) RANK 9 NODE 7 --> 7.51616621 sigma in 11act. ( 5.3453536 sig out 1act.) RANK 10 NODE 9 --> 6.90336657 sigma in 11act. ( 8.01232338 sig out 1act.) RANK 11 NODE 12 --> 6.80071211 sigma in 11act. ( 5.0958724 sig out 1act.) RANK 12 NODE 8 --> 5.07987165 sigma in 11act. ( 6.18456554 sig out 1act.) RANK 13 NODE 6 --> 4.91437626 sigma in 11act. ( 4.61463785 sig out 1act.) RANK 14 NODE 3 --> 3.86409497 sigma in 11act. ( 4.4752779 sig out 1act.) RANK 15 NODE 14 --> 3.79230523 sigma in 11act. ( 2.03481698 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 32.8773155 sigma out 1act.( 30.3469791 sig in 11act.) RANK 2 NODE 2 --> 26.9897518 sigma out 1act.( 27.180397 sig in 11act.) RANK 3 NODE 11 --> 15.7951889 sigma out 1act.( 15.3296862 sig in 11act.) RANK 4 NODE 15 --> 14.4799795 sigma out 1act.( 13.9103727 sig in 11act.) RANK 5 NODE 1 --> 12.1842651 sigma out 1act.( 11.9944105 sig in 11act.) RANK 6 NODE 13 --> 10.572773 sigma out 1act.( 8.78225136 sig in 11act.) RANK 7 NODE 10 --> 9.72939396 sigma out 1act.( 10.2030926 sig in 11act.) RANK 8 NODE 4 --> 8.24406338 sigma out 1act.( 8.31958771 sig in 11act.) RANK 9 NODE 9 --> 8.01232338 sigma out 1act.( 6.90336657 sig in 11act.) RANK 10 NODE 8 --> 6.18456554 sigma out 1act.( 5.07987165 sig in 11act.) RANK 11 NODE 7 --> 5.3453536 sigma out 1act.( 7.51616621 sig in 11act.) RANK 12 NODE 12 --> 5.0958724 sigma out 1act.( 6.80071211 sig in 11act.) RANK 13 NODE 6 --> 4.61463785 sigma out 1act.( 4.91437626 sig in 11act.) RANK 14 NODE 3 --> 4.4752779 sigma out 1act.( 3.86409497 sig in 11act.) RANK 15 NODE 14 --> 2.03481698 sigma out 1act.( 3.79230523 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 53.7944069 sigma in 15 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 24.2897644 sigma out 15 active outputs RANK 2 NODE 4 --> 22.550993 sigma out 15 active outputs RANK 3 NODE 10 --> 18.0321426 sigma out 15 active outputs RANK 4 NODE 7 --> 17.5291309 sigma out 15 active outputs RANK 5 NODE 5 --> 17.0427647 sigma out 15 active outputs RANK 6 NODE 9 --> 16.970665 sigma out 15 active outputs RANK 7 NODE 2 --> 15.9370213 sigma out 15 active outputs RANK 8 NODE 8 --> 15.0987186 sigma out 15 active outputs RANK 9 NODE 6 --> 14.1777229 sigma out 15 active outputs RANK 10 NODE 11 --> 13.3792429 sigma out 15 active outputs RANK 11 NODE 1 --> 12.0028296 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 33.353138 sigma in 11act. ( 31.7172241 sig out 1act.) RANK 2 NODE 2 --> 26.3361893 sigma in 11act. ( 26.2227859 sig out 1act.) RANK 3 NODE 11 --> 16.1960087 sigma in 11act. ( 15.3508272 sig out 1act.) RANK 4 NODE 15 --> 14.5386553 sigma in 11act. ( 14.1193514 sig out 1act.) RANK 5 NODE 1 --> 12.0660257 sigma in 11act. ( 11.4143047 sig out 1act.) RANK 6 NODE 13 --> 11.4616966 sigma in 11act. ( 10.4331369 sig out 1act.) RANK 7 NODE 3 --> 11.035368 sigma in 11act. ( 5.64716244 sig out 1act.) RANK 8 NODE 9 --> 10.1910925 sigma in 11act. ( 8.57244682 sig out 1act.) RANK 9 NODE 4 --> 10.0985985 sigma in 11act. ( 8.27723503 sig out 1act.) RANK 10 NODE 10 --> 9.65587234 sigma in 11act. ( 8.84661198 sig out 1act.) RANK 11 NODE 8 --> 9.51315117 sigma in 11act. ( 7.87260675 sig out 1act.) RANK 12 NODE 7 --> 9.26412582 sigma in 11act. ( 4.55462027 sig out 1act.) RANK 13 NODE 6 --> 8.23320293 sigma in 11act. ( 4.63019991 sig out 1act.) RANK 14 NODE 12 --> 7.82967377 sigma in 11act. ( 4.38603592 sig out 1act.) RANK 15 NODE 14 --> 5.70345926 sigma in 11act. ( 1.66870105 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 31.7172241 sigma out 1act.( 33.353138 sig in 11act.) RANK 2 NODE 2 --> 26.2227859 sigma out 1act.( 26.3361893 sig in 11act.) RANK 3 NODE 11 --> 15.3508272 sigma out 1act.( 16.1960087 sig in 11act.) RANK 4 NODE 15 --> 14.1193514 sigma out 1act.( 14.5386553 sig in 11act.) RANK 5 NODE 1 --> 11.4143047 sigma out 1act.( 12.0660257 sig in 11act.) RANK 6 NODE 13 --> 10.4331369 sigma out 1act.( 11.4616966 sig in 11act.) RANK 7 NODE 10 --> 8.84661198 sigma out 1act.( 9.65587234 sig in 11act.) RANK 8 NODE 9 --> 8.57244682 sigma out 1act.( 10.1910925 sig in 11act.) RANK 9 NODE 4 --> 8.27723503 sigma out 1act.( 10.0985985 sig in 11act.) RANK 10 NODE 8 --> 7.87260675 sigma out 1act.( 9.51315117 sig in 11act.) RANK 11 NODE 3 --> 5.64716244 sigma out 1act.( 11.035368 sig in 11act.) RANK 12 NODE 6 --> 4.63019991 sigma out 1act.( 8.23320293 sig in 11act.) RANK 13 NODE 7 --> 4.55462027 sigma out 1act.( 9.26412582 sig in 11act.) RANK 14 NODE 12 --> 4.38603592 sigma out 1act.( 7.82967377 sig in 11act.) RANK 15 NODE 14 --> 1.66870105 sigma out 1act.( 5.70345926 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 52.4031792 sigma in 15 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.440512002 *** contribution from regularisation: 0.00398746924 *** contribution from error: -0.444499463 *********************************************** -----------------> Test sample --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.46964407 *** contribution from regularisation: 0.00251203962 *** contribution from error: -0.472156107 *********************************************** -----------------> Test sample ENTER BFGS code START -43363.4851 0.106773488 0.38471821 EXIT FROM BFGS code FG_START 0. 0.106773488 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.48562026 *** contribution from regularisation: 0.00220032199 *** contribution from error: -0.487820596 *********************************************** -----------------> Test sample ENTER BFGS code FG_START -44829.0618 0.106773488 321.525238 EXIT FROM BFGS code FG_LNSRCH 0. 0.193273932 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.50728637 *** contribution from regularisation: 0.00300862594 *** contribution from error: -0.510294974 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46829.1252 0.193273932 -94.8145447 EXIT FROM BFGS code NEW_X -46829.1252 0.193273932 -94.8145447 ENTER BFGS code NEW_X -46829.1252 0.193273932 -94.8145447 EXIT FROM BFGS code FG_LNSRCH 0. 0.1806162 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.511070013 *** contribution from regularisation: 0.00289595174 *** contribution from error: -0.513965964 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47178.4062 0.1806162 -15.6921673 EXIT FROM BFGS code NEW_X -47178.4062 0.1806162 -15.6921673 ENTER BFGS code NEW_X -47178.4062 0.1806162 -15.6921673 EXIT FROM BFGS code FG_LNSRCH 0. 0.180036351 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.512791932 *** contribution from regularisation: 0.00282519893 *** contribution from error: -0.515617132 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47337.3618 0.180036351 -12.6603985 EXIT FROM BFGS code NEW_X -47337.3618 0.180036351 -12.6603985 ENTER BFGS code NEW_X -47337.3618 0.180036351 -12.6603985 EXIT FROM BFGS code FG_LNSRCH 0. 0.17039147 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.513533533 *** contribution from regularisation: 0.00271250168 *** contribution from error: -0.516246021 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47405.8235 0.17039147 -10.2563524 EXIT FROM BFGS code NEW_X -47405.8235 0.17039147 -10.2563524 ENTER BFGS code NEW_X -47405.8235 0.17039147 -10.2563524 EXIT FROM BFGS code FG_LNSRCH 0. 0.153488159 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.514141977 *** contribution from regularisation: 0.00270242267 *** contribution from error: -0.516844392 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47461.9857 0.153488159 -5.03756046 EXIT FROM BFGS code NEW_X -47461.9857 0.153488159 -5.03756046 ENTER BFGS code NEW_X -47461.9857 0.153488159 -5.03756046 EXIT FROM BFGS code FG_LNSRCH 0. 0.0142980004 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.517085552 *** contribution from regularisation: 0.00300004892 *** contribution from error: -0.520085573 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47733.7174 0.0142980004 146.866806 EXIT FROM BFGS code NEW_X -47733.7174 0.0142980004 146.866806 ENTER BFGS code NEW_X -47733.7174 0.0142980004 146.866806 EXIT FROM BFGS code FG_LNSRCH 0. 0.0260007158 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 55.8171196 sigma out 15 active outputs RANK 2 NODE 1 --> 31.0956898 sigma out 15 active outputs RANK 3 NODE 8 --> 24.1700706 sigma out 15 active outputs RANK 4 NODE 10 --> 22.2667255 sigma out 15 active outputs RANK 5 NODE 9 --> 20.4378929 sigma out 15 active outputs RANK 6 NODE 6 --> 19.6639118 sigma out 15 active outputs RANK 7 NODE 3 --> 19.0103569 sigma out 15 active outputs RANK 8 NODE 7 --> 16.8977566 sigma out 15 active outputs RANK 9 NODE 11 --> 11.6489716 sigma out 15 active outputs RANK 10 NODE 4 --> 11.0164537 sigma out 15 active outputs RANK 11 NODE 5 --> 10.2246733 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 64.7560577 sigma in 11act. ( 67.7083588 sig out 1act.) RANK 2 NODE 8 --> 36.1855621 sigma in 11act. ( 25.406292 sig out 1act.) RANK 3 NODE 2 --> 25.9550648 sigma in 11act. ( 27.1140995 sig out 1act.) RANK 4 NODE 4 --> 12.5756435 sigma in 11act. ( 10.1062222 sig out 1act.) RANK 5 NODE 13 --> 11.7515707 sigma in 11act. ( 10.6876736 sig out 1act.) RANK 6 NODE 9 --> 10.976141 sigma in 11act. ( 11.7973738 sig out 1act.) RANK 7 NODE 15 --> 10.3189831 sigma in 11act. ( 7.44841003 sig out 1act.) RANK 8 NODE 7 --> 7.02115536 sigma in 11act. ( 6.55811262 sig out 1act.) RANK 9 NODE 1 --> 6.42409754 sigma in 11act. ( 6.23545408 sig out 1act.) RANK 10 NODE 6 --> 6.41285706 sigma in 11act. ( 5.50301552 sig out 1act.) RANK 11 NODE 12 --> 6.39469337 sigma in 11act. ( 5.98046637 sig out 1act.) RANK 12 NODE 5 --> 5.94061899 sigma in 11act. ( 2.71887398 sig out 1act.) RANK 13 NODE 11 --> 5.15679312 sigma in 11act. ( 3.50715184 sig out 1act.) RANK 14 NODE 10 --> 5.11423779 sigma in 11act. ( 5.03683519 sig out 1act.) RANK 15 NODE 14 --> 3.89497066 sigma in 11act. ( 3.04174376 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 67.7083588 sigma out 1act.( 64.7560577 sig in 11act.) RANK 2 NODE 2 --> 27.1140995 sigma out 1act.( 25.9550648 sig in 11act.) RANK 3 NODE 8 --> 25.406292 sigma out 1act.( 36.1855621 sig in 11act.) RANK 4 NODE 9 --> 11.7973738 sigma out 1act.( 10.976141 sig in 11act.) RANK 5 NODE 13 --> 10.6876736 sigma out 1act.( 11.7515707 sig in 11act.) RANK 6 NODE 4 --> 10.1062222 sigma out 1act.( 12.5756435 sig in 11act.) RANK 7 NODE 15 --> 7.44841003 sigma out 1act.( 10.3189831 sig in 11act.) RANK 8 NODE 7 --> 6.55811262 sigma out 1act.( 7.02115536 sig in 11act.) RANK 9 NODE 1 --> 6.23545408 sigma out 1act.( 6.42409754 sig in 11act.) RANK 10 NODE 12 --> 5.98046637 sigma out 1act.( 6.39469337 sig in 11act.) RANK 11 NODE 6 --> 5.50301552 sigma out 1act.( 6.41285706 sig in 11act.) RANK 12 NODE 10 --> 5.03683519 sigma out 1act.( 5.11423779 sig in 11act.) RANK 13 NODE 11 --> 3.50715184 sigma out 1act.( 5.15679312 sig in 11act.) RANK 14 NODE 14 --> 3.04174376 sigma out 1act.( 3.89497066 sig in 11act.) RANK 15 NODE 5 --> 2.71887398 sigma out 1act.( 5.94061899 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 81.1070175 sigma in 15 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.521193624 *** contribution from regularisation: 0.0030031756 *** contribution from error: -0.524196804 *********************************************** -----------------> Test sample Iteration No: 10 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -48112.9497 0.0260007158 85.7306213 EXIT FROM BFGS code NEW_X -48112.9497 0.0260007158 85.7306213 ENTER BFGS code NEW_X -48112.9497 0.0260007158 85.7306213 EXIT FROM BFGS code FG_LNSRCH 0. 0.0110531077 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.521997333 *** contribution from regularisation: 0.00420075376 *** contribution from error: -0.526198089 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48187.1376 0.0110531077 149.575348 EXIT FROM BFGS code FG_LNSRCH 0. 0.018849941 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.523876786 *** contribution from regularisation: 0.00254791067 *** contribution from error: -0.526424706 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48360.6374 0.018849941 104.40612 EXIT FROM BFGS code NEW_X -48360.6374 0.018849941 104.40612 ENTER BFGS code NEW_X -48360.6374 0.018849941 104.40612 EXIT FROM BFGS code FG_LNSRCH 0. 0.125609338 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.523704708 *** contribution from regularisation: 0.00314624421 *** contribution from error: -0.526850939 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48344.7503 0.125609338 -29.590065 EXIT FROM BFGS code FG_LNSRCH 0. 0.0609800927 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.524029791 *** contribution from regularisation: 0.00309653324 *** contribution from error: -0.527126312 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48374.7595 0.0609800927 48.0233002 EXIT FROM BFGS code NEW_X -48374.7595 0.0609800927 48.0233002 ENTER BFGS code NEW_X -48374.7595 0.0609800927 48.0233002 EXIT FROM BFGS code FG_LNSRCH 0. 0.110407218 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.524766445 *** contribution from regularisation: 0.0031570259 *** contribution from error: -0.527923465 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48442.7662 0.110407218 40.7083206 EXIT FROM BFGS code NEW_X -48442.7662 0.110407218 40.7083206 ENTER BFGS code NEW_X -48442.7662 0.110407218 40.7083206 EXIT FROM BFGS code FG_LNSRCH 0. 0.271968246 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.526242375 *** contribution from regularisation: 0.00319994753 *** contribution from error: -0.52944231 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48579.0126 0.271968246 20.5426712 EXIT FROM BFGS code NEW_X -48579.0126 0.271968246 20.5426712 ENTER BFGS code NEW_X -48579.0126 0.271968246 20.5426712 EXIT FROM BFGS code FG_LNSRCH 0. 0.468790412 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.526109934 *** contribution from regularisation: 0.00319865951 *** contribution from error: -0.529308617 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48566.787 0.468790412 -71.2109756 EXIT FROM BFGS code FG_LNSRCH 0. 0.366180182 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.526995182 *** contribution from regularisation: 0.00301881693 *** contribution from error: -0.530013978 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48648.5057 0.366180182 -24.8229885 EXIT FROM BFGS code NEW_X -48648.5057 0.366180182 -24.8229885 ENTER BFGS code NEW_X -48648.5057 0.366180182 -24.8229885 EXIT FROM BFGS code FG_LNSRCH 0. 0.400457472 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.527426541 *** contribution from regularisation: 0.00303340051 *** contribution from error: -0.53045994 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48688.3261 0.400457472 4.64884901 EXIT FROM BFGS code NEW_X -48688.3261 0.400457472 4.64884901 ENTER BFGS code NEW_X -48688.3261 0.400457472 4.64884901 EXIT FROM BFGS code FG_LNSRCH 0. 0.404968143 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 75.8717575 sigma out 15 active outputs RANK 2 NODE 8 --> 30.4450703 sigma out 15 active outputs RANK 3 NODE 3 --> 30.0202885 sigma out 15 active outputs RANK 4 NODE 10 --> 27.2715645 sigma out 15 active outputs RANK 5 NODE 1 --> 27.1655941 sigma out 15 active outputs RANK 6 NODE 9 --> 24.782938 sigma out 15 active outputs RANK 7 NODE 6 --> 22.0342865 sigma out 15 active outputs RANK 8 NODE 7 --> 21.6202888 sigma out 15 active outputs RANK 9 NODE 11 --> 14.0109921 sigma out 15 active outputs RANK 10 NODE 4 --> 12.5908127 sigma out 15 active outputs RANK 11 NODE 5 --> 11.0207157 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 89.1806793 sigma in 11act. ( 107.927345 sig out 1act.) RANK 2 NODE 8 --> 35.3560143 sigma in 11act. ( 27.3548717 sig out 1act.) RANK 3 NODE 2 --> 29.4352875 sigma in 11act. ( 33.261158 sig out 1act.) RANK 4 NODE 13 --> 15.9265165 sigma in 11act. ( 15.2818069 sig out 1act.) RANK 5 NODE 9 --> 13.6423244 sigma in 11act. ( 16.69244 sig out 1act.) RANK 6 NODE 12 --> 10.7979431 sigma in 11act. ( 11.5924702 sig out 1act.) RANK 7 NODE 7 --> 9.96815395 sigma in 11act. ( 9.94144917 sig out 1act.) RANK 8 NODE 4 --> 9.00625515 sigma in 11act. ( 6.80023432 sig out 1act.) RANK 9 NODE 10 --> 8.21688271 sigma in 11act. ( 9.25538921 sig out 1act.) RANK 10 NODE 15 --> 7.89509821 sigma in 11act. ( 3.58151841 sig out 1act.) RANK 11 NODE 1 --> 7.71613312 sigma in 11act. ( 8.83106327 sig out 1act.) RANK 12 NODE 11 --> 6.56730223 sigma in 11act. ( 5.88663721 sig out 1act.) RANK 13 NODE 14 --> 5.81388998 sigma in 11act. ( 5.97973871 sig out 1act.) RANK 14 NODE 5 --> 4.5008049 sigma in 11act. ( 0.720752656 sig out 1act.) RANK 15 NODE 6 --> 4.08543348 sigma in 11act. ( 3.10025907 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 107.927345 sigma out 1act.( 89.1806793 sig in 11act.) RANK 2 NODE 2 --> 33.261158 sigma out 1act.( 29.4352875 sig in 11act.) RANK 3 NODE 8 --> 27.3548717 sigma out 1act.( 35.3560143 sig in 11act.) RANK 4 NODE 9 --> 16.69244 sigma out 1act.( 13.6423244 sig in 11act.) RANK 5 NODE 13 --> 15.2818069 sigma out 1act.( 15.9265165 sig in 11act.) RANK 6 NODE 12 --> 11.5924702 sigma out 1act.( 10.7979431 sig in 11act.) RANK 7 NODE 7 --> 9.94144917 sigma out 1act.( 9.96815395 sig in 11act.) RANK 8 NODE 10 --> 9.25538921 sigma out 1act.( 8.21688271 sig in 11act.) RANK 9 NODE 1 --> 8.83106327 sigma out 1act.( 7.71613312 sig in 11act.) RANK 10 NODE 4 --> 6.80023432 sigma out 1act.( 9.00625515 sig in 11act.) RANK 11 NODE 14 --> 5.97973871 sigma out 1act.( 5.81388998 sig in 11act.) RANK 12 NODE 11 --> 5.88663721 sigma out 1act.( 6.56730223 sig in 11act.) RANK 13 NODE 15 --> 3.58151841 sigma out 1act.( 7.89509821 sig in 11act.) RANK 14 NODE 6 --> 3.10025907 sigma out 1act.( 4.08543348 sig in 11act.) RANK 15 NODE 5 --> 0.720752656 sigma out 1act.( 4.5008049 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 120.629822 sigma in 15 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.527544975 *** contribution from regularisation: 0.00302556693 *** contribution from error: -0.530570567 *********************************************** -----------------> Test sample Iteration No: 20 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -48699.2579 0.404968143 8.53066254 EXIT FROM BFGS code NEW_X -48699.2579 0.404968143 8.53066254 ENTER BFGS code NEW_X -48699.2579 0.404968143 8.53066254 EXIT FROM BFGS code FG_LNSRCH 0. 0.427617729 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.527736604 *** contribution from regularisation: 0.0029964624 *** contribution from error: -0.530733049 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48716.9486 0.427617729 22.2167454 EXIT FROM BFGS code NEW_X -48716.9486 0.427617729 22.2167454 ENTER BFGS code NEW_X -48716.9486 0.427617729 22.2167454 EXIT FROM BFGS code FG_LNSRCH 0. 0.509416819 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.528101146 *** contribution from regularisation: 0.00294991233 *** contribution from error: -0.53105104 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48750.6004 0.509416819 -12.3758669 EXIT FROM BFGS code NEW_X -48750.6004 0.509416819 -12.3758669 ENTER BFGS code NEW_X -48750.6004 0.509416819 -12.3758669 EXIT FROM BFGS code FG_LNSRCH 0. 0.569990993 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.528016627 *** contribution from regularisation: 0.0030470409 *** contribution from error: -0.531063676 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48742.7986 0.569990993 61.8868637 EXIT FROM BFGS code FG_LNSRCH 0. 0.533156037 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.528075516 *** contribution from regularisation: 0.00317935832 *** contribution from error: -0.531254888 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48748.2337 0.533156037 12.3938723 EXIT FROM BFGS code FG_LNSRCH 0. 0.515242279 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.528016865 *** contribution from regularisation: 0.00310772215 *** contribution from error: -0.531124592 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48742.8194 0.515242279 -6.06575394 EXIT FROM BFGS code FG_LNSRCH 0. 0.509919763 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.527968585 *** contribution from regularisation: 0.00308950362 *** contribution from error: -0.531058073 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48738.363 0.509919763 -11.1743336 EXIT FROM BFGS code FG_LNSRCH 0. 0.509420633 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.527954757 *** contribution from regularisation: 0.0030963202 *** contribution from error: -0.531051099 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48737.0877 0.509420633 -11.5611658 EXIT FROM BFGS code FG_LNSRCH 0. 0.509416819 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.527950525 *** contribution from regularisation: 0.00310050766 *** contribution from error: -0.53105104 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48736.6985 0.509416819 -11.483448 EXIT FROM BFGS code FG_LNSRCH 0. 0.509416819 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.527959287 *** contribution from regularisation: 0.0030917523 *** contribution from error: -0.53105104 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48737.5067 0.509416819 -11.5486698 EXIT FROM BFGS code FG_LNSRCH 0. 0.509416819 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 78.7621307 sigma out 15 active outputs RANK 2 NODE 3 --> 31.5618534 sigma out 15 active outputs RANK 3 NODE 1 --> 28.6484165 sigma out 15 active outputs RANK 4 NODE 10 --> 28.0423622 sigma out 15 active outputs RANK 5 NODE 8 --> 27.9424095 sigma out 15 active outputs RANK 6 NODE 9 --> 24.3735046 sigma out 15 active outputs RANK 7 NODE 7 --> 24.0594578 sigma out 15 active outputs RANK 8 NODE 6 --> 22.1537361 sigma out 15 active outputs RANK 9 NODE 5 --> 15.3864098 sigma out 15 active outputs RANK 10 NODE 4 --> 13.4208384 sigma out 15 active outputs RANK 11 NODE 11 --> 12.3009701 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 91.6825409 sigma in 11act. ( 113.557175 sig out 1act.) RANK 2 NODE 8 --> 33.3990746 sigma in 11act. ( 26.0953522 sig out 1act.) RANK 3 NODE 2 --> 33.3183212 sigma in 11act. ( 37.0244904 sig out 1act.) RANK 4 NODE 13 --> 18.8159485 sigma in 11act. ( 18.0006409 sig out 1act.) RANK 5 NODE 9 --> 14.8598585 sigma in 11act. ( 18.2027225 sig out 1act.) RANK 6 NODE 12 --> 11.0908985 sigma in 11act. ( 12.6760893 sig out 1act.) RANK 7 NODE 7 --> 11.0290661 sigma in 11act. ( 10.9468536 sig out 1act.) RANK 8 NODE 1 --> 8.50875854 sigma in 11act. ( 9.71343327 sig out 1act.) RANK 9 NODE 10 --> 8.37015533 sigma in 11act. ( 9.63772678 sig out 1act.) RANK 10 NODE 15 --> 8.31086349 sigma in 11act. ( 5.1351738 sig out 1act.) RANK 11 NODE 11 --> 7.1449337 sigma in 11act. ( 6.91797256 sig out 1act.) RANK 12 NODE 4 --> 6.36604548 sigma in 11act. ( 4.22250366 sig out 1act.) RANK 13 NODE 14 --> 5.55479097 sigma in 11act. ( 5.77992964 sig out 1act.) RANK 14 NODE 5 --> 4.21060658 sigma in 11act. ( 0.766740382 sig out 1act.) RANK 15 NODE 6 --> 4.11150074 sigma in 11act. ( 3.09177947 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 113.557175 sigma out 1act.( 91.6825409 sig in 11act.) RANK 2 NODE 2 --> 37.0244904 sigma out 1act.( 33.3183212 sig in 11act.) RANK 3 NODE 8 --> 26.0953522 sigma out 1act.( 33.3990746 sig in 11act.) RANK 4 NODE 9 --> 18.2027225 sigma out 1act.( 14.8598585 sig in 11act.) RANK 5 NODE 13 --> 18.0006409 sigma out 1act.( 18.8159485 sig in 11act.) RANK 6 NODE 12 --> 12.6760893 sigma out 1act.( 11.0908985 sig in 11act.) RANK 7 NODE 7 --> 10.9468536 sigma out 1act.( 11.0290661 sig in 11act.) RANK 8 NODE 1 --> 9.71343327 sigma out 1act.( 8.50875854 sig in 11act.) RANK 9 NODE 10 --> 9.63772678 sigma out 1act.( 8.37015533 sig in 11act.) RANK 10 NODE 11 --> 6.91797256 sigma out 1act.( 7.1449337 sig in 11act.) RANK 11 NODE 14 --> 5.77992964 sigma out 1act.( 5.55479097 sig in 11act.) RANK 12 NODE 15 --> 5.1351738 sigma out 1act.( 8.31086349 sig in 11act.) RANK 13 NODE 4 --> 4.22250366 sigma out 1act.( 6.36604548 sig in 11act.) RANK 14 NODE 6 --> 3.09177947 sigma out 1act.( 4.11150074 sig in 11act.) RANK 15 NODE 5 --> 0.766740382 sigma out 1act.( 4.21060658 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 127.301765 sigma in 15 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.527964056 *** contribution from regularisation: 0.00308701769 *** contribution from error: -0.531051099 *********************************************** -----------------> Test sample Iteration No: 30 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -48737.9438 0.509416819 -11.4657793 EXIT FROM BFGS code FG_LNSRCH 0. 0.509416819 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.527970433 *** contribution from regularisation: 0.00308059459 *** contribution from error: -0.53105104 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48738.5367 0.509416819 -11.4148464 EXIT FROM BFGS code NEW_X -48738.5367 0.509416819 -11.4148464 ENTER BFGS code NEW_X -48738.5367 0.509416819 -11.4148464 EXIT FROM BFGS code CONVERGENC -48738.5367 0.509416819 -11.4148464 --------------------------------------------------- Iteration : 250 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 123.199104 sigma out 15 active outputs RANK 2 NODE 3 --> 48.5568428 sigma out 15 active outputs RANK 3 NODE 1 --> 45.1222878 sigma out 15 active outputs RANK 4 NODE 8 --> 43.5331345 sigma out 15 active outputs RANK 5 NODE 10 --> 43.0745811 sigma out 15 active outputs RANK 6 NODE 9 --> 39.4377174 sigma out 15 active outputs RANK 7 NODE 7 --> 38.1135788 sigma out 15 active outputs RANK 8 NODE 6 --> 35.6651306 sigma out 15 active outputs RANK 9 NODE 5 --> 23.3169994 sigma out 15 active outputs RANK 10 NODE 4 --> 20.4362183 sigma out 15 active outputs RANK 11 NODE 11 --> 18.1942768 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 143.227707 sigma in 11act. ( 185.221481 sig out 1act.) RANK 2 NODE 2 --> 53.3148079 sigma in 11act. ( 59.7142067 sig out 1act.) RANK 3 NODE 8 --> 52.0583344 sigma in 11act. ( 43.4117813 sig out 1act.) RANK 4 NODE 13 --> 29.0416794 sigma in 11act. ( 29.8403778 sig out 1act.) RANK 5 NODE 9 --> 23.5567856 sigma in 11act. ( 29.7872753 sig out 1act.) RANK 6 NODE 12 --> 18.1252213 sigma in 11act. ( 20.2532787 sig out 1act.) RANK 7 NODE 7 --> 17.5751305 sigma in 11act. ( 18.441555 sig out 1act.) RANK 8 NODE 10 --> 13.6392336 sigma in 11act. ( 15.7695541 sig out 1act.) RANK 9 NODE 1 --> 12.973031 sigma in 11act. ( 16.2377758 sig out 1act.) RANK 10 NODE 11 --> 10.9228964 sigma in 11act. ( 11.5577459 sig out 1act.) RANK 11 NODE 15 --> 10.6528702 sigma in 11act. ( 8.55641556 sig out 1act.) RANK 12 NODE 4 --> 9.02463627 sigma in 11act. ( 7.2604003 sig out 1act.) RANK 13 NODE 14 --> 8.62020683 sigma in 11act. ( 9.44430828 sig out 1act.) RANK 14 NODE 6 --> 5.52501726 sigma in 11act. ( 4.92929649 sig out 1act.) RANK 15 NODE 5 --> 4.33897305 sigma in 11act. ( 1.29645503 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 185.221481 sigma out 1act.( 143.227707 sig in 11act.) RANK 2 NODE 2 --> 59.7142067 sigma out 1act.( 53.3148079 sig in 11act.) RANK 3 NODE 8 --> 43.4117813 sigma out 1act.( 52.0583344 sig in 11act.) RANK 4 NODE 13 --> 29.8403778 sigma out 1act.( 29.0416794 sig in 11act.) RANK 5 NODE 9 --> 29.7872753 sigma out 1act.( 23.5567856 sig in 11act.) RANK 6 NODE 12 --> 20.2532787 sigma out 1act.( 18.1252213 sig in 11act.) RANK 7 NODE 7 --> 18.441555 sigma out 1act.( 17.5751305 sig in 11act.) RANK 8 NODE 1 --> 16.2377758 sigma out 1act.( 12.973031 sig in 11act.) RANK 9 NODE 10 --> 15.7695541 sigma out 1act.( 13.6392336 sig in 11act.) RANK 10 NODE 11 --> 11.5577459 sigma out 1act.( 10.9228964 sig in 11act.) RANK 11 NODE 14 --> 9.44430828 sigma out 1act.( 8.62020683 sig in 11act.) RANK 12 NODE 15 --> 8.55641556 sigma out 1act.( 10.6528702 sig in 11act.) RANK 13 NODE 4 --> 7.2604003 sigma out 1act.( 9.02463627 sig in 11act.) RANK 14 NODE 6 --> 4.92929649 sigma out 1act.( 5.52501726 sig in 11act.) RANK 15 NODE 5 --> 1.29645503 sigma out 1act.( 4.33897305 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 207.779694 sigma in 15 active inputs *********************************************** *** Learn Path 250 *** loss function: -0.527974069 *** contribution from regularisation: 0.00307695614 *** contribution from error: -0.53105104 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE SAVING EXPERTISE TO expert.nb NB_AHISTOUT: storage space 29164 Closing output file done