NNInput NNInputs_110.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= 182798 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 = 42998 nbkg = 139800 Bkg Entries: 139800 Sig Entries: 42998 Chosen entries: 42998 Signal fraction: 1 Background fraction: 0.307568 Signal Tree Copy Condition: Background Tree Copy Condition: Actual Background Entries: 139800 Actual Signal Entries: 42998 Entries to split: 42998 Test with : 21499 Train with : 21499 ********************************************* * 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= 42998 for Signal Prepared event 0 for Signal with 42998 events ====Entry 0 Variable Ht : 103.037 Variable LepAPt : 29.4151 Variable LepBPt : 16.2907 Variable MetSigLeptonsJets : 3.90375 Variable MetSpec : 32.7321 Variable SumEtLeptonsJets : 70.3044 Variable VSumJetLeptonsPt : 47.5713 Variable addEt : 78.4382 Variable dPhiLepSumMet : 2.69477 Variable dPhiLeptons : 0.316822 Variable dRLeptons : 0.339778 Variable lep1_E : 29.4179 Variable lep2_E : 16.3887 ===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 = 2110 Ht = 103.037 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 29.4154 LepAPt = 29.4151 LepBEt = 16.2907 LepBPt = 16.2907 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 32.7321 MetDelPhi = 1.84515 MetSig = 2.82942 MetSigLeptonsJets = 3.90375 MetSpec = 32.7321 Mjj = 0 MostCentralJetEta = 1.57834 MtllMet = 78.5262 Njets = 1 SB = 0 SumEt = 133.83 SumEtJets = 0 SumEtLeptonsJets = 70.3044 Target = 1 TrainWeight = 1 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 47.5713 addEt = 78.4382 dPhiLepSumMet = 2.69477 dPhiLeptons = 0.316822 dRLeptons = 0.339778 diltype = 3 dimass = 7.41356 event = 59 jet1_Et = 24.5987 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 29.4179 lep2_E = 16.3887 rand = 0.999742 run = 229664 weight = 4.83121e-07 ===Show End Prepared event 10000 for Signal with 42998 events Prepared event 20000 for Signal with 42998 events Prepared event 30000 for Signal with 42998 events Prepared event 40000 for Signal with 42998 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 = 0.247573 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 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 4397 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 182798 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 4397 negative weights. Signal fraction: 62.901741 % ------------------------------ 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 60.0004501 63.0885925 64.8650818 66.3924789 67.3954163 68.4830017 69.3971252 70.2084961 70.8654938 71.6187439 72.288559 73.1685638 73.8093796 74.3200684 74.98069 75.5938568 76.1872101 76.8104935 77.2627869 77.80793 78.309494 78.8638687 79.3932114 79.9325409 80.5501862 81.0212555 81.6284485 82.2084198 82.7325592 83.3730011 84.102272 84.7607346 85.4773102 86.1930695 87.0054092 87.7294769 88.5179214 89.1120224 89.8476639 90.6768646 91.5816498 92.3216934 93.2136993 94.0637207 94.8659744 95.7145233 96.4948807 97.310379 98.1141815 98.85112 99.5746078 100.301895 101.080551 101.857376 102.665176 103.445984 104.305725 105.150696 106.031273 106.886414 107.923965 108.848473 109.869736 110.969986 112.058899 113.380646 114.675476 116.262779 117.800514 119.478798 121.336418 122.859299 124.596672 126.316605 128.145355 130.133606 131.924835 133.839722 136.122528 138.206421 140.628998 142.933533 145.183105 147.79541 150.128204 153.149429 156.291199 159.790527 163.155563 167.435913 171.671265 176.845245 182.218887 189.148941 196.562027 205.443298 218.111374 234.559631 259.032227 295.040253 708.24054 ------------------------------ Transdef: Tab for variable 3 20.0000362 20.2751541 20.533308 20.8071289 21.0562344 21.3075047 21.5003204 21.7150764 21.913599 22.1321774 22.3279877 22.5010567 22.7102242 22.8896942 23.0978737 23.2889824 23.4980869 23.6826248 23.8551846 24.0648041 24.2639198 24.4685364 24.6545677 24.8341408 25.0273495 25.1986084 25.3421154 25.5127563 25.6742897 25.8562489 26.0472927 26.2100601 26.407177 26.6015778 26.8064613 27.0283623 27.2346859 27.4286842 27.626852 27.8455696 28.0084419 28.1801662 28.3604698 28.604826 28.826786 29.0506725 29.2898502 29.4833069 29.70644 29.8902931 30.1128426 30.3520775 30.6135368 30.8578987 31.1022835 31.3756523 31.6082954 31.8177147 32.002182 32.2852173 32.562233 32.7964706 33.0870171 33.3431015 33.6222229 33.8968964 34.1801262 34.5125809 34.8669968 35.1879959 35.4859314 35.8322601 36.1528664 36.5148544 36.8348618 37.1999397 37.6146927 38.0611572 38.4963989 38.9493942 39.433342 39.9355392 40.4850311 41.0329819 41.6404686 42.305069 43.0019455 43.7988739 44.6717529 45.5770454 46.6482658 47.9346428 49.4427643 50.9496231 52.7402153 55.0488586 57.8382034 61.7705154 67.3119965 78.0627289 228.385986 ------------------------------ Transdef: Tab for variable 4 10.0001202 10.0913734 10.1525755 10.2430611 10.3191414 10.4070625 10.4846725 10.5678415 10.6395493 10.7213106 10.7976875 10.8854551 10.9601917 11.02911 11.1089687 11.2024593 11.2855635 11.3716774 11.4547558 11.5457687 11.6237984 11.7228241 11.8017101 11.8917198 11.9937649 12.0746746 12.180666 12.2752113 12.3559551 12.4431734 12.5450974 12.6345921 12.7232437 12.8175793 12.899847 12.9997082 13.101511 13.2130089 13.3183823 13.4336491 13.5376472 13.650444 13.7458191 13.8384609 13.9530468 14.0671272 14.1895361 14.314436 14.4146614 14.5373764 14.6533365 14.7909937 14.9085274 15.0333271 15.1775608 15.3167849 15.4325695 15.5465984 15.7032928 15.8473816 15.9724312 16.127758 16.2844524 16.4378624 16.5964165 16.7642822 16.920105 17.0782547 17.2595215 17.446331 17.6613503 17.8163986 18.0103321 18.2168922 18.4119015 18.6241131 18.8295135 19.0461845 19.2602348 19.5134525 19.7268562 20.0050545 20.2516537 20.4986191 20.7809448 21.066864 21.365799 21.7052937 22.0293312 22.405201 22.7768097 23.3149414 23.8761215 24.4849854 25.2291946 26.0413074 27.0848579 28.3123703 30.264637 33.8720474 68.4152985 ------------------------------ Transdef: Tab for variable 5 1.07720709 2.2353096 2.63183165 2.87488747 3.07042289 3.25328159 3.427598 3.59884667 3.74225903 3.87557983 4.00471878 4.09335709 4.17956161 4.26703787 4.34381008 4.41399479 4.49364424 4.56334972 4.62914658 4.69812679 4.76952648 4.82608891 4.89319229 4.95395279 5.01333904 5.0721302 5.12967682 5.17672586 5.23283815 5.28051805 5.33179522 5.3739481 5.41779423 5.45522118 5.4950757 5.5318737 5.56795788 5.60898066 5.64743423 5.6834507 5.72852421 5.77099895 5.80960321 5.84989262 5.88979435 5.92789936 5.96338272 5.99819946 6.02879906 6.06793356 6.10206509 6.13540268 6.17266273 6.20714569 6.25065517 6.28408051 6.31691742 6.34931898 6.38882828 6.42354012 6.45580053 6.4886899 6.52180481 6.56104279 6.60253811 6.64364624 6.68581581 6.72276402 6.75915813 6.79991245 6.83136654 6.87080574 6.90565014 6.94518566 6.97910976 7.02838564 7.06977558 7.1167326 7.16167402 7.2114172 7.26278114 7.31401539 7.36436558 7.41978359 7.46920967 7.53609943 7.60132885 7.67317486 7.7479701 7.8273797 7.90969849 7.99358463 8.10313416 8.22410202 8.36777592 8.53783798 8.73690605 8.96465683 9.34176826 10.0204239 18.1234589 ------------------------------ Transdef: Tab for variable 6 15.0000525 18.8301697 22.3472595 25.2103367 26.0584984 26.8126888 27.5555534 28.2706604 28.8804703 29.5138893 30.0270195 30.6172791 31.0377808 31.4563084 31.9030914 32.279438 32.7121086 33.1018257 33.456089 33.805378 34.1655426 34.5043488 34.7641373 35.0337486 35.3791084 35.7022934 36.0134888 36.2852058 36.580513 36.8968506 37.1937981 37.4673462 37.7324524 38.0483589 38.3531189 38.6243286 38.9153671 39.190773 39.4816666 39.7649879 40.0488052 40.2924728 40.564106 40.8434334 41.1461601 41.4860001 41.8334732 42.1365356 42.3880577 42.6919022 42.9838638 43.225174 43.5354462 43.7823029 44.1361618 44.4521828 44.7535172 45.100296 45.4865723 45.8231659 46.223732 46.5704269 46.8948364 47.3017616 47.6240196 47.9839554 48.3637505 48.7290421 49.1179428 49.4871063 49.9084473 50.3270569 50.7168503 51.1848907 51.6343575 52.0890465 52.5959969 53.0998459 53.5676727 54.0619698 54.5987625 55.1053238 55.7207146 56.417038 57.109417 57.861599 58.6093521 59.5999298 60.5703125 61.8117599 63.0234756 64.4349823 66.0549774 68.0104828 70.2262573 72.8586121 76.0752411 79.7994919 85.4586639 95.828186 214.544067 ------------------------------ Transdef: Tab for variable 7 30.1229668 32.5486679 33.5115891 34.2088547 34.7711411 35.2671318 35.6790314 36.0739212 36.3804283 36.7325363 37.0335579 37.3758926 37.6636391 37.969162 38.2009239 38.4490891 38.7027817 38.9285278 39.1600113 39.41008 39.6424179 39.9494591 40.1832237 40.4651299 40.7106094 40.9758606 41.2755661 41.5616074 41.8734055 42.1713562 42.564743 42.9885559 43.3593559 43.7851105 44.2546844 44.6321373 45.0077782 45.4007301 45.8065567 46.2661514 46.7072372 47.1989822 47.6925888 48.1612167 48.6033936 49.0894814 49.608532 50.1036568 50.6196327 51.1691246 51.6748695 52.2636032 52.7915726 53.3738747 54.0280914 54.8633003 55.5577965 56.308876 57.098053 58.014534 59.002388 60.0771942 61.2824478 62.5002556 63.7440338 64.905426 66.0893097 67.4124985 68.7323227 70.1850128 71.4862976 72.9016647 74.2203293 75.75177 77.0400085 78.6170349 80.1323242 81.9236298 83.4852066 85.3610382 87.5085373 89.7850266 91.8961792 94.2687225 96.6122284 99.4558487 101.916565 105.108246 108.224442 111.989494 115.711426 120.39006 125.889534 131.928131 138.076904 145.997406 155.344025 167.554565 185.671692 216.645493 511.516205 ------------------------------ Transdef: Tab for variable 8 0.245947659 20.1622505 24.9266224 27.9204025 29.708334 30.8823071 31.6722679 32.239151 32.7998199 33.2622833 33.6809769 34.0555267 34.4195976 34.7957764 35.0901184 35.34095 35.5670395 35.8725204 36.1159821 36.3830185 36.634613 36.888279 37.1462021 37.3592224 37.6158066 37.8029594 38.0191879 38.2089806 38.4685516 38.6503181 38.8854065 39.0790138 39.2912979 39.5366516 39.7367477 39.9771767 40.1860275 40.3999825 40.6260719 40.872921 41.110939 41.3923759 41.6710587 41.9388123 42.2093086 42.5241623 42.8319473 43.1329231 43.3861046 43.71661 44.0390701 44.3282928 44.6518364 44.9515381 45.2718086 45.6199112 45.958931 46.3350487 46.668251 47.0390167 47.397049 47.7505264 48.1052322 48.4596863 48.7952423 49.1282768 49.490242 49.9018097 50.241127 50.6210098 50.9700432 51.3673325 51.7971039 52.2775497 52.7679672 53.212822 53.670372 54.2055893 54.8013153 55.3578758 55.8865814 56.5687904 57.260128 58.0431137 58.8515472 59.7982788 60.8650131 62.0247421 63.1883774 64.4244537 65.7788544 67.2803192 69.1261139 71.2188568 73.7355347 76.7907562 79.9113007 84.7376785 92.3215485 104.711159 289.322327 ------------------------------ Transdef: Tab for variable 9 49.6214828 62.5618057 64.1355057 65.6065063 66.7966156 67.6327209 68.5025253 69.3592606 70.0143204 70.6713867 71.3516617 71.8700714 72.5506134 73.2225494 73.7714691 74.2601852 74.7617798 75.3816528 75.8251572 76.2815094 76.8481598 77.215271 77.713623 78.118103 78.5656281 79.0046387 79.4596634 79.8543701 80.329277 80.844162 81.2491989 81.7354126 82.1901398 82.6213989 83.0736008 83.578949 84.1623993 84.7195358 85.2114792 85.8094025 86.3017044 86.8873825 87.41922 87.9800797 88.5262909 89.006012 89.5328903 90.151947 90.7160034 91.3376236 91.9632416 92.5006104 93.0830078 93.6353607 94.3070145 94.839859 95.4716339 96.0516891 96.6421967 97.2176514 97.8309631 98.3992157 98.929863 99.5085754 100.043442 100.58783 101.195724 101.740051 102.283218 102.896362 103.480988 104.036987 104.688591 105.271118 105.877739 106.562927 107.246994 107.951675 108.651688 109.371254 110.173935 111.025467 111.885826 112.851639 113.798813 114.87677 115.958176 117.332733 118.801842 120.487061 122.52726 124.841263 127.578453 130.724091 134.58699 139.208557 145.133545 152.449219 162.875397 183.561859 424.390259 ------------------------------ Transdef: Tab for variable 10 0.000599204504 0.844662547 1.07284498 1.25833297 1.40464056 1.53252268 1.64273596 1.74244332 1.82463908 1.89373171 1.9659164 2.03320861 2.09266949 2.15104103 2.20422506 2.25029397 2.29983234 2.3404727 2.37906742 2.41983938 2.45170116 2.48699522 2.52239943 2.55200481 2.57872486 2.60395956 2.62557602 2.6487546 2.67290592 2.69521403 2.71662521 2.73563147 2.75490928 2.77416897 2.78987217 2.80493283 2.82052279 2.83488822 2.84931469 2.8586731 2.87050748 2.88054466 2.89121819 2.90207601 2.91071749 2.91890502 2.9265871 2.93500853 2.94303751 2.94984412 2.95753765 2.96371269 2.9700799 2.97623348 2.98114634 2.98652172 2.99062419 2.99522305 3.00121975 3.00718975 3.01129436 3.0154388 3.01997471 3.02437639 3.0281868 3.03196001 3.03621674 3.04036736 3.04470062 3.04920244 3.05317593 3.05689716 3.06024075 3.06424236 3.06756854 3.07116795 3.07483864 3.07759905 3.08114219 3.08419847 3.08746815 3.09053278 3.09364653 3.09658527 3.09960318 3.10232878 3.10478735 3.10792565 3.11005545 3.11318445 3.11553144 3.11790752 3.12043905 3.12295246 3.12589884 3.12845469 3.13052678 3.13292837 3.13556767 3.13843489 3.1415906 ------------------------------ Transdef: Tab for variable 11 1.13248825E-05 0.00595795456 0.0123451948 0.0195144713 0.0270219594 0.0340357423 0.0423290655 0.0505609512 0.058684431 0.0696186572 0.0779716671 0.086611867 0.0951223075 0.103472471 0.114034534 0.122125924 0.13065362 0.139582038 0.147982538 0.156830311 0.164598346 0.172589362 0.179647565 0.185702294 0.194171757 0.200955361 0.207453296 0.213775694 0.221602648 0.2285496 0.233933657 0.240910888 0.247635722 0.254184067 0.260387748 0.266291976 0.272837043 0.27838254 0.28439945 0.290847182 0.296738148 0.302382946 0.308617085 0.314368248 0.320417643 0.326345295 0.333078146 0.339056253 0.344963163 0.350517392 0.355899692 0.362356842 0.369156957 0.375234038 0.381494164 0.388142109 0.394023895 0.399834633 0.406140208 0.411653638 0.417500436 0.423498154 0.42950511 0.43501687 0.440349817 0.446757317 0.452098012 0.458408594 0.464975834 0.470871687 0.476243615 0.482934177 0.490035057 0.497363567 0.504150748 0.511631191 0.518473148 0.524985313 0.532059193 0.5395509 0.547753692 0.556268454 0.565560341 0.573927522 0.582294345 0.591055632 0.599957228 0.609820247 0.621474504 0.633895218 0.644168854 0.656799734 0.674192429 0.689276099 0.706826806 0.723674893 0.746194124 0.774490714 0.810992122 0.866750658 1.14321351 ------------------------------ Transdef: Tab for variable 12 0.200001657 0.231316924 0.252295613 0.266947448 0.280891567 0.292531908 0.302861571 0.313059896 0.322320104 0.331429452 0.339811534 0.347893804 0.355685353 0.36316222 0.370205313 0.377095461 0.385086358 0.391966045 0.398385942 0.403558731 0.408909976 0.413655639 0.41806829 0.422958851 0.427291512 0.431894124 0.435757756 0.440029085 0.444681138 0.44890672 0.454003274 0.458323777 0.462507099 0.466595054 0.470837951 0.474201739 0.478249431 0.482226133 0.486468822 0.490217775 0.49440521 0.498752207 0.503251553 0.507976592 0.512059927 0.516204596 0.519940495 0.523274064 0.527180672 0.531855464 0.536071897 0.540841997 0.545514822 0.550004065 0.553928971 0.558367908 0.563057184 0.567082703 0.571254134 0.575841904 0.579670787 0.583873272 0.588160872 0.593692183 0.597598314 0.602200031 0.606480479 0.611318827 0.616074681 0.621383667 0.626255631 0.631607175 0.637529314 0.642987132 0.648400187 0.654775023 0.660827994 0.665959775 0.671710372 0.677405477 0.683502316 0.690758348 0.699697495 0.705745041 0.71357584 0.721588969 0.72836107 0.737244308 0.745800078 0.753819585 0.763447642 0.773074687 0.784041584 0.796470642 0.810361385 0.824489474 0.841709733 0.862238407 0.888200402 0.934325457 1.14349747 ------------------------------ Transdef: Tab for variable 13 20.0025482 21.3673325 22.1401596 22.5825462 23.1382389 23.6532631 24.1580601 24.5915108 24.9954453 25.3506737 25.7079563 26.0616951 26.4387245 26.8167458 27.1520309 27.5002747 27.8369827 28.1392822 28.4905968 28.80369 29.1538544 29.429491 29.7397423 30.0494041 30.3517704 30.6634388 30.9304733 31.2086868 31.523838 31.8226089 32.102272 32.3707542 32.6828613 32.9753952 33.2810593 33.6326065 33.9951897 34.3735962 34.6564026 34.9669991 35.225647 35.5302734 35.8614349 36.1220093 36.3972321 36.7630806 37.1408997 37.4986115 37.821907 38.1862183 38.5541687 38.9401474 39.3126144 39.7266541 40.1293488 40.4652863 40.8459358 41.2954102 41.7193451 42.1971893 42.7057114 43.167511 43.5860672 44.1524582 44.6786804 45.2195892 45.7772598 46.3808517 46.9563179 47.5632553 48.108139 48.7575226 49.4351044 50.1961823 50.9326401 51.7769012 52.5277405 53.3828888 54.2429581 55.1389542 56.1253777 57.20858 58.2656021 59.2633514 60.3914452 61.6752548 62.6858788 64.1340942 65.889061 67.768692 69.4712906 71.5795135 73.9576797 76.5193558 78.9978333 82.4319763 85.8648529 89.9304886 96.4372101 108.167397 232.717926 ------------------------------ Transdef: Tab for variable 14 10.0028534 10.4550867 10.7838402 11.0142403 11.2462997 11.42033 11.6250019 11.8001728 11.9942169 12.2047081 12.3433113 12.5003052 12.6770554 12.8430862 13.0135002 13.1899452 13.3394604 13.5033913 13.6614771 13.8391647 13.9735317 14.1444454 14.3115482 14.4662094 14.6261749 14.7731972 14.917345 15.0962543 15.2556705 15.4345236 15.5885582 15.7348995 15.917634 16.1086197 16.2734833 16.4324913 16.6081543 16.7909813 16.9612617 17.1381168 17.3312645 17.503088 17.7050781 17.8613205 18.0377274 18.2360001 18.4287491 18.607481 18.7897377 18.9924011 19.1671619 19.3533363 19.5543041 19.7872524 20.017067 20.2398319 20.4793568 20.7134819 20.9492416 21.1702499 21.4301338 21.6700668 21.9188919 22.1468239 22.3974419 22.6768036 22.9722366 23.2454014 23.5206375 23.850975 24.1780739 24.5279198 24.8662224 25.2381172 25.5684776 25.9202156 26.3013268 26.7149792 27.0985947 27.4634819 27.808857 28.2041092 28.7611694 29.3049831 29.8544807 30.5090122 31.2560692 31.8366337 32.638298 33.4766579 34.2984619 35.3914452 36.6309662 37.8149338 39.0646744 40.61203 42.8975983 45.8854294 50.0285645 56.4701309 122.221924 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 52.5 39.8 16.6 -0.4 25.3 51.7 32.2 46.8 -32.8 -2.3 -14.5 6.8 -12.7 2 52.5 100.0 64.1 39.1 5.7 51.2 93.7 56.8 88.8 -54.2 -18.1 -39.7 32.2 10.5 3 39.8 64.1 100.0 16.0 -13.0 20.0 67.9 42.7 70.1 -23.0 -18.4 -43.9 63.7 -1.8 4 16.6 39.1 16.0 100.0 -8.2 11.2 42.0 26.4 42.3 -13.0 -22.1 -45.5 5.2 64.9 5 -0.4 5.7 -13.0 -8.2 100.0 78.6 -22.2 38.5 35.4 35.3 2.0 6.3 -14.9 -9.5 6 25.3 51.2 20.0 11.2 78.6 100.0 27.8 66.0 69.8 0.1 -6.5 -13.3 3.6 -2.9 7 51.7 93.7 67.9 42.0 -22.2 27.8 100.0 51.1 76.1 -60.2 -17.1 -40.5 36.9 14.1 8 32.2 56.8 42.7 26.4 38.5 66.0 51.1 100.0 70.4 -8.2 -15.2 -29.1 20.6 7.1 9 46.8 88.8 70.1 42.3 35.4 69.8 76.1 70.4 100.0 -27.6 -20.1 -45.2 36.8 13.2 10 -32.8 -54.2 -23.0 -13.0 35.3 0.1 -60.2 -8.2 -27.6 100.0 4.5 11.8 -9.5 -0.6 11 -2.3 -18.1 -18.4 -22.1 2.0 -6.5 -17.1 -15.2 -20.1 4.5 100.0 53.7 -9.1 -13.2 12 -14.5 -39.7 -43.9 -45.5 6.3 -13.3 -40.5 -29.1 -45.2 11.8 53.7 100.0 -22.8 -21.5 13 6.8 32.2 63.7 5.2 -14.9 3.6 36.9 20.6 36.8 -9.5 -9.1 -22.8 100.0 35.5 14 -12.7 10.5 -1.8 64.9 -9.5 -2.9 14.1 7.1 13.2 -0.6 -13.2 -21.5 35.5 100.0 TOTAL CORRELATION TO TARGET (diagonal) 112.47395 TOTAL CORRELATION OF ALL VARIABLES 59.0166668 ROUND 1: MAX CORR ( 59.015503) AFTER KILLING INPUT VARIABLE 5 CONTR 0.370625931 ROUND 2: MAX CORR ( 59.0074291) AFTER KILLING INPUT VARIABLE 9 CONTR 0.976168005 ROUND 3: MAX CORR ( 58.981265) AFTER KILLING INPUT VARIABLE 6 CONTR 1.75700433 ROUND 4: MAX CORR ( 58.9029492) AFTER KILLING INPUT VARIABLE 11 CONTR 3.0384539 ROUND 5: MAX CORR ( 58.8003505) AFTER KILLING INPUT VARIABLE 7 CONTR 3.47508373 ROUND 6: MAX CORR ( 58.6569298) AFTER KILLING INPUT VARIABLE 8 CONTR 4.10436407 ROUND 7: MAX CORR ( 58.3185709) AFTER KILLING INPUT VARIABLE 10 CONTR 6.29124011 ROUND 8: MAX CORR ( 57.8893038) AFTER KILLING INPUT VARIABLE 13 CONTR 7.06287583 ROUND 9: MAX CORR ( 57.0853965) AFTER KILLING INPUT VARIABLE 3 CONTR 9.61400042 ROUND 10: MAX CORR ( 56.6313163) AFTER KILLING INPUT VARIABLE 12 CONTR 7.18585446 ROUND 11: MAX CORR ( 55.6188162) AFTER KILLING INPUT VARIABLE 4 CONTR 10.6608289 ROUND 12: MAX CORR ( 52.4994887) AFTER KILLING INPUT VARIABLE 14 CONTR 18.364542 LAST REMAINING VARIABLE: 2 total correlation to target: 59.0166668 % total significance: 109.398388 sigma correlations of single variables to target: variable 2: 52.4994887 % , in sigma: 97.3175837 variable 3: 39.7508426 % , in sigma: 73.6855929 variable 4: 16.6385279 % , in sigma: 30.8426114 variable 5: -0.404696056 % , in sigma: 0.75017954 variable 6: 25.2832706 % , in sigma: 46.8672526 variable 7: 51.6638184 % , in sigma: 95.768513 variable 8: 32.1967332 % , in sigma: 59.6826437 variable 9: 46.7863839 % , in sigma: 86.7272796 variable 10: -32.8495948 % , in sigma: 60.8928442 variable 11: -2.26736536 % , in sigma: 4.20298414 variable 12: -14.5053762 % , in sigma: 26.8884174 variable 13: 6.78155167 % , in sigma: 12.5708695 variable 14: -12.7451124 % , in sigma: 23.6254404 variables sorted by significance: 1 most relevant variable 2 corr 52.4994888 , in sigma: 97.317584 2 most relevant variable 14 corr 18.364542 , in sigma: 34.0421002 3 most relevant variable 4 corr 10.6608286 , in sigma: 19.7618321 4 most relevant variable 12 corr 7.18585443 , in sigma: 13.32032 5 most relevant variable 3 corr 9.61400032 , in sigma: 17.8213408 6 most relevant variable 13 corr 7.06287575 , in sigma: 13.0923561 7 most relevant variable 10 corr 6.29124022 , in sigma: 11.6619859 8 most relevant variable 8 corr 4.10436392 , in sigma: 7.60820323 9 most relevant variable 7 corr 3.47508383 , in sigma: 6.44171533 10 most relevant variable 11 corr 3.03845382 , in sigma: 5.63234026 11 most relevant variable 6 corr 1.75700438 , in sigma: 3.25693497 12 most relevant variable 9 corr 0.976167977 , in sigma: 1.80950922 13 most relevant variable 5 corr 0.370625943 , in sigma: 0.687024238 global correlations between input variables: variable 2: 98.8432097 % variable 3: 93.6533271 % variable 4: 87.8497226 % variable 5: 94.5882922 % variable 6: 92.7600336 % variable 7: 98.4036832 % variable 8: 82.0950304 % variable 9: 98.4713235 % variable 10: 73.3113943 % variable 11: 54.9872775 % variable 12: 71.4095207 % variable 13: 83.3215209 % variable 14: 84.2252604 % significance loss when removing single variables: variable 2: corr = 2.26219487 % , sigma = 4.19339967 variable 3: corr = 7.42030996 % , sigma = 13.754927 variable 4: corr = 6.53390481 % , sigma = 12.1118099 variable 5: corr = 0.370625931 % , sigma = 0.687024216 variable 6: corr = 0.813483403 % , sigma = 1.50794305 variable 7: corr = 3.57903678 % , sigma = 6.6344115 variable 8: corr = 1.67122432 % , sigma = 3.09792564 variable 9: corr = 0.68974108 % , sigma = 1.2785636 variable 10: corr = 5.28752657 % , sigma = 9.80141565 variable 11: corr = 2.86324368 % , sigma = 5.30755563 variable 12: corr = 6.97311692 % , sigma = 12.9259714 variable 13: corr = 7.17721569 % , sigma = 13.3043065 variable 14: corr = 10.2682736 % , sigma = 19.0341582 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 10 --> 14.9507132 sigma out 15 active outputs RANK 2 NODE 7 --> 14.5526781 sigma out 15 active outputs RANK 3 NODE 11 --> 13.9505205 sigma out 15 active outputs RANK 4 NODE 3 --> 13.6251888 sigma out 15 active outputs RANK 5 NODE 2 --> 13.5908241 sigma out 15 active outputs RANK 6 NODE 6 --> 13.517108 sigma out 15 active outputs RANK 7 NODE 9 --> 13.4892225 sigma out 15 active outputs RANK 8 NODE 4 --> 12.8911457 sigma out 15 active outputs RANK 9 NODE 8 --> 11.1144152 sigma out 15 active outputs RANK 10 NODE 1 --> 10.8962088 sigma out 15 active outputs RANK 11 NODE 5 --> 10.4579067 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 22.446207 sigma in 11act. ( 21.3598919 sig out 1act.) RANK 2 NODE 15 --> 15.0826483 sigma in 11act. ( 15.3350372 sig out 1act.) RANK 3 NODE 8 --> 14.1307964 sigma in 11act. ( 15.8771734 sig out 1act.) RANK 4 NODE 1 --> 13.4679203 sigma in 11act. ( 16.284605 sig out 1act.) RANK 5 NODE 6 --> 11.0223007 sigma in 11act. ( 11.1464729 sig out 1act.) RANK 6 NODE 3 --> 10.7974453 sigma in 11act. ( 10.8343678 sig out 1act.) RANK 7 NODE 7 --> 10.5218592 sigma in 11act. ( 7.96858215 sig out 1act.) RANK 8 NODE 14 --> 10.3460941 sigma in 11act. ( 9.85183239 sig out 1act.) RANK 9 NODE 2 --> 9.42666531 sigma in 11act. ( 10.8677807 sig out 1act.) RANK 10 NODE 10 --> 8.76359653 sigma in 11act. ( 6.35810328 sig out 1act.) RANK 11 NODE 11 --> 7.5590229 sigma in 11act. ( 8.9854126 sig out 1act.) RANK 12 NODE 4 --> 7.0603857 sigma in 11act. ( 7.26585007 sig out 1act.) RANK 13 NODE 9 --> 5.0195446 sigma in 11act. ( 4.27154493 sig out 1act.) RANK 14 NODE 12 --> 3.83644485 sigma in 11act. ( 3.62387562 sig out 1act.) RANK 15 NODE 13 --> 1.4076395 sigma in 11act. ( 1.08391631 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 21.3598919 sigma out 1act.( 22.446207 sig in 11act.) RANK 2 NODE 1 --> 16.284605 sigma out 1act.( 13.4679203 sig in 11act.) RANK 3 NODE 8 --> 15.8771734 sigma out 1act.( 14.1307964 sig in 11act.) RANK 4 NODE 15 --> 15.3350372 sigma out 1act.( 15.0826483 sig in 11act.) RANK 5 NODE 6 --> 11.1464729 sigma out 1act.( 11.0223007 sig in 11act.) RANK 6 NODE 2 --> 10.8677807 sigma out 1act.( 9.42666531 sig in 11act.) RANK 7 NODE 3 --> 10.8343678 sigma out 1act.( 10.7974453 sig in 11act.) RANK 8 NODE 14 --> 9.85183239 sigma out 1act.( 10.3460941 sig in 11act.) RANK 9 NODE 11 --> 8.9854126 sigma out 1act.( 7.5590229 sig in 11act.) RANK 10 NODE 7 --> 7.96858215 sigma out 1act.( 10.5218592 sig in 11act.) RANK 11 NODE 4 --> 7.26585007 sigma out 1act.( 7.0603857 sig in 11act.) RANK 12 NODE 10 --> 6.35810328 sigma out 1act.( 8.76359653 sig in 11act.) RANK 13 NODE 9 --> 4.27154493 sigma out 1act.( 5.0195446 sig in 11act.) RANK 14 NODE 12 --> 3.62387562 sigma out 1act.( 3.83644485 sig in 11act.) RANK 15 NODE 13 --> 1.08391631 sigma out 1act.( 1.4076395 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 43.9941292 sigma in 15 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 17.1722736 sigma out 15 active outputs RANK 2 NODE 10 --> 16.515873 sigma out 15 active outputs RANK 3 NODE 2 --> 16.3250103 sigma out 15 active outputs RANK 4 NODE 11 --> 16.0368423 sigma out 15 active outputs RANK 5 NODE 7 --> 15.8197393 sigma out 15 active outputs RANK 6 NODE 9 --> 14.3950567 sigma out 15 active outputs RANK 7 NODE 1 --> 14.2742052 sigma out 15 active outputs RANK 8 NODE 6 --> 13.7844477 sigma out 15 active outputs RANK 9 NODE 4 --> 13.7152138 sigma out 15 active outputs RANK 10 NODE 8 --> 12.6133757 sigma out 15 active outputs RANK 11 NODE 5 --> 11.3383837 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 21.5920181 sigma in 11act. ( 20.2564869 sig out 1act.) RANK 2 NODE 1 --> 17.5654354 sigma in 11act. ( 16.6678829 sig out 1act.) RANK 3 NODE 8 --> 16.2918663 sigma in 11act. ( 15.6242781 sig out 1act.) RANK 4 NODE 15 --> 16.1186543 sigma in 11act. ( 15.7756014 sig out 1act.) RANK 5 NODE 2 --> 12.406208 sigma in 11act. ( 11.8113823 sig out 1act.) RANK 6 NODE 3 --> 12.3381395 sigma in 11act. ( 10.5750685 sig out 1act.) RANK 7 NODE 6 --> 12.0008621 sigma in 11act. ( 10.9699697 sig out 1act.) RANK 8 NODE 11 --> 11.1756973 sigma in 11act. ( 9.28903389 sig out 1act.) RANK 9 NODE 14 --> 10.5721989 sigma in 11act. ( 9.18977165 sig out 1act.) RANK 10 NODE 4 --> 10.2264404 sigma in 11act. ( 7.76118946 sig out 1act.) RANK 11 NODE 7 --> 10.0535946 sigma in 11act. ( 6.99264288 sig out 1act.) RANK 12 NODE 9 --> 8.99192429 sigma in 11act. ( 4.0903821 sig out 1act.) RANK 13 NODE 10 --> 8.84781075 sigma in 11act. ( 5.19750118 sig out 1act.) RANK 14 NODE 13 --> 6.27185297 sigma in 11act. ( 1.80119538 sig out 1act.) RANK 15 NODE 12 --> 5.23442888 sigma in 11act. ( 3.9608798 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 20.2564869 sigma out 1act.( 21.5920181 sig in 11act.) RANK 2 NODE 1 --> 16.6678829 sigma out 1act.( 17.5654354 sig in 11act.) RANK 3 NODE 15 --> 15.7756014 sigma out 1act.( 16.1186543 sig in 11act.) RANK 4 NODE 8 --> 15.6242781 sigma out 1act.( 16.2918663 sig in 11act.) RANK 5 NODE 2 --> 11.8113823 sigma out 1act.( 12.406208 sig in 11act.) RANK 6 NODE 6 --> 10.9699697 sigma out 1act.( 12.0008621 sig in 11act.) RANK 7 NODE 3 --> 10.5750685 sigma out 1act.( 12.3381395 sig in 11act.) RANK 8 NODE 11 --> 9.28903389 sigma out 1act.( 11.1756973 sig in 11act.) RANK 9 NODE 14 --> 9.18977165 sigma out 1act.( 10.5721989 sig in 11act.) RANK 10 NODE 4 --> 7.76118946 sigma out 1act.( 10.2264404 sig in 11act.) RANK 11 NODE 7 --> 6.99264288 sigma out 1act.( 10.0535946 sig in 11act.) RANK 12 NODE 10 --> 5.19750118 sigma out 1act.( 8.84781075 sig in 11act.) RANK 13 NODE 9 --> 4.0903821 sigma out 1act.( 8.99192429 sig in 11act.) RANK 14 NODE 12 --> 3.9608798 sigma out 1act.( 5.23442888 sig in 11act.) RANK 15 NODE 13 --> 1.80119538 sigma out 1act.( 6.27185297 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 43.5357513 sigma in 15 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.44376877 *** contribution from regularisation: 0.0039430568 *** contribution from error: -0.447711825 *********************************************** -----------------> Test sample --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.476573706 *** contribution from regularisation: 0.00253040926 *** contribution from error: -0.479104102 *********************************************** -----------------> Test sample ENTER BFGS code START -43567.5005 -0.282822877 -1.40470839 EXIT FROM BFGS code FG_START 0. -0.282822877 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.497481912 *** contribution from regularisation: 0.00223910506 *** contribution from error: -0.49972102 *********************************************** -----------------> Test sample ENTER BFGS code FG_START -45469.3493 -0.282822877 -119.203629 EXIT FROM BFGS code FG_LNSRCH 0. -0.317273527 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.519336045 *** contribution from regularisation: 0.00325691421 *** contribution from error: -0.522592962 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47466.7933 -0.317273527 118.538483 EXIT FROM BFGS code NEW_X -47466.7933 -0.317273527 118.538483 ENTER BFGS code NEW_X -47466.7933 -0.317273527 118.538483 EXIT FROM BFGS code FG_LNSRCH 0. -0.288946539 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.520623565 *** contribution from regularisation: 0.00314616202 *** contribution from error: -0.523769736 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47584.4731 -0.288946539 13.8219185 EXIT FROM BFGS code NEW_X -47584.4731 -0.288946539 13.8219185 ENTER BFGS code NEW_X -47584.4731 -0.288946539 13.8219185 EXIT FROM BFGS code FG_LNSRCH 0. -0.282070726 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.52101177 *** contribution from regularisation: 0.00299066561 *** contribution from error: -0.524002433 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47619.9524 -0.282070726 3.79126215 EXIT FROM BFGS code NEW_X -47619.9524 -0.282070726 3.79126215 ENTER BFGS code NEW_X -47619.9524 -0.282070726 3.79126215 EXIT FROM BFGS code FG_LNSRCH 0. -0.260810256 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.521489203 *** contribution from regularisation: 0.00285587623 *** contribution from error: -0.5243451 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47663.5896 -0.260810256 -3.84392357 EXIT FROM BFGS code NEW_X -47663.5896 -0.260810256 -3.84392357 ENTER BFGS code NEW_X -47663.5896 -0.260810256 -3.84392357 EXIT FROM BFGS code FG_LNSRCH 0. -0.235479757 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.521978855 *** contribution from regularisation: 0.0028679606 *** contribution from error: -0.524846792 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47708.3466 -0.235479757 -5.91558695 EXIT FROM BFGS code NEW_X -47708.3466 -0.235479757 -5.91558695 ENTER BFGS code NEW_X -47708.3466 -0.235479757 -5.91558695 EXIT FROM BFGS code FG_LNSRCH 0. 0.15377824 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.512488246 *** contribution from regularisation: 0.00486063724 *** contribution from error: -0.517348886 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -46840.9127 0.15377824 81.2680893 EXIT FROM BFGS code FG_LNSRCH 0. -0.13046214 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 30.6795254 sigma out 15 active outputs RANK 2 NODE 10 --> 21.2368374 sigma out 15 active outputs RANK 3 NODE 3 --> 18.9605064 sigma out 15 active outputs RANK 4 NODE 1 --> 16.531004 sigma out 15 active outputs RANK 5 NODE 8 --> 14.515955 sigma out 15 active outputs RANK 6 NODE 7 --> 11.574461 sigma out 15 active outputs RANK 7 NODE 6 --> 9.41087818 sigma out 15 active outputs RANK 8 NODE 11 --> 8.65332794 sigma out 15 active outputs RANK 9 NODE 9 --> 8.06844139 sigma out 15 active outputs RANK 10 NODE 5 --> 7.99570847 sigma out 15 active outputs RANK 11 NODE 4 --> 7.73581457 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 15 --> 26.6961975 sigma in 11act. ( 28.4610195 sig out 1act.) RANK 2 NODE 13 --> 26.1533184 sigma in 11act. ( 26.668045 sig out 1act.) RANK 3 NODE 2 --> 16.3941154 sigma in 11act. ( 16.150631 sig out 1act.) RANK 4 NODE 9 --> 13.4033651 sigma in 11act. ( 13.4819822 sig out 1act.) RANK 5 NODE 8 --> 11.6912832 sigma in 11act. ( 10.5879059 sig out 1act.) RANK 6 NODE 4 --> 11.3849669 sigma in 11act. ( 10.8072882 sig out 1act.) RANK 7 NODE 1 --> 11.3758059 sigma in 11act. ( 9.23398685 sig out 1act.) RANK 8 NODE 11 --> 10.8276634 sigma in 11act. ( 9.55715752 sig out 1act.) RANK 9 NODE 6 --> 9.42948914 sigma in 11act. ( 8.72345257 sig out 1act.) RANK 10 NODE 14 --> 8.33543205 sigma in 11act. ( 7.32320786 sig out 1act.) RANK 11 NODE 3 --> 7.86988401 sigma in 11act. ( 7.04341459 sig out 1act.) RANK 12 NODE 5 --> 6.93470097 sigma in 11act. ( 5.85996723 sig out 1act.) RANK 13 NODE 12 --> 6.54911661 sigma in 11act. ( 5.62498188 sig out 1act.) RANK 14 NODE 7 --> 5.38685846 sigma in 11act. ( 4.42358637 sig out 1act.) RANK 15 NODE 10 --> 4.8611722 sigma in 11act. ( 3.9795742 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 28.4610195 sigma out 1act.( 26.6961975 sig in 11act.) RANK 2 NODE 13 --> 26.668045 sigma out 1act.( 26.1533184 sig in 11act.) RANK 3 NODE 2 --> 16.150631 sigma out 1act.( 16.3941154 sig in 11act.) RANK 4 NODE 9 --> 13.4819822 sigma out 1act.( 13.4033651 sig in 11act.) RANK 5 NODE 4 --> 10.8072882 sigma out 1act.( 11.3849669 sig in 11act.) RANK 6 NODE 8 --> 10.5879059 sigma out 1act.( 11.6912832 sig in 11act.) RANK 7 NODE 11 --> 9.55715752 sigma out 1act.( 10.8276634 sig in 11act.) RANK 8 NODE 1 --> 9.23398685 sigma out 1act.( 11.3758059 sig in 11act.) RANK 9 NODE 6 --> 8.72345257 sigma out 1act.( 9.42948914 sig in 11act.) RANK 10 NODE 14 --> 7.32320786 sigma out 1act.( 8.33543205 sig in 11act.) RANK 11 NODE 3 --> 7.04341459 sigma out 1act.( 7.86988401 sig in 11act.) RANK 12 NODE 5 --> 5.85996723 sigma out 1act.( 6.93470097 sig in 11act.) RANK 13 NODE 12 --> 5.62498188 sigma out 1act.( 6.54911661 sig in 11act.) RANK 14 NODE 7 --> 4.42358637 sigma out 1act.( 5.38685846 sig in 11act.) RANK 15 NODE 10 --> 3.9795742 sigma out 1act.( 4.8611722 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 51.4786415 sigma in 15 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.525469184 *** contribution from regularisation: 0.00161377632 *** contribution from error: -0.52708298 *********************************************** -----------------> Test sample Iteration No: 10 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -48027.3568 -0.13046214 7.0446434 EXIT FROM BFGS code NEW_X -48027.3568 -0.13046214 7.0446434 ENTER BFGS code NEW_X -48027.3568 -0.13046214 7.0446434 EXIT FROM BFGS code FG_LNSRCH 0. 0.145176157 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.524783075 *** contribution from regularisation: 0.00530086365 *** contribution from error: -0.530083954 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47964.6487 0.145176157 -13.9667368 EXIT FROM BFGS code FG_LNSRCH 0. -0.0257244296 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.527392864 *** contribution from regularisation: 0.00190017046 *** contribution from error: -0.52929306 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48203.1821 -0.0257244296 -6.34768867 EXIT FROM BFGS code NEW_X -48203.1821 -0.0257244296 -6.34768867 ENTER BFGS code NEW_X -48203.1821 -0.0257244296 -6.34768867 EXIT FROM BFGS code FG_LNSRCH 0. 0.0893306285 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.522799492 *** contribution from regularisation: 0.00475312397 *** contribution from error: -0.527552605 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -47783.3513 0.0893306285 -35.957283 EXIT FROM BFGS code FG_LNSRCH 0. -0.00511625363 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.528122544 *** contribution from regularisation: 0.00206208113 *** contribution from error: -0.530184627 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48269.8749 -0.00511625363 -2.70414615 EXIT FROM BFGS code NEW_X -48269.8749 -0.00511625363 -2.70414615 ENTER BFGS code NEW_X -48269.8749 -0.00511625363 -2.70414615 EXIT FROM BFGS code FG_LNSRCH 0. 0.0554142371 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.527500689 *** contribution from regularisation: 0.00387116917 *** contribution from error: -0.531371832 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48213.0347 0.0554142371 -57.9139824 EXIT FROM BFGS code FG_LNSRCH 0. 0.0108750649 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.528268158 *** contribution from regularisation: 0.00262690964 *** contribution from error: -0.530895054 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48283.1825 0.0108750649 -14.1950464 EXIT FROM BFGS code NEW_X -48283.1825 0.0108750649 -14.1950464 ENTER BFGS code NEW_X -48283.1825 0.0108750649 -14.1950464 EXIT FROM BFGS code FG_LNSRCH 0. 0.0359173715 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.528201878 *** contribution from regularisation: 0.00350021245 *** contribution from error: -0.531702101 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48277.1257 0.0359173715 -32.1574402 EXIT FROM BFGS code FG_LNSRCH 0. 0.0185643006 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.528425097 *** contribution from regularisation: 0.00282852119 *** contribution from error: -0.531253636 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48297.5271 0.0185643006 -18.441185 EXIT FROM BFGS code NEW_X -48297.5271 0.0185643006 -18.441185 ENTER BFGS code NEW_X -48297.5271 0.0185643006 -18.441185 EXIT FROM BFGS code FG_LNSRCH 0. 0.0198167153 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.528481424 *** contribution from regularisation: 0.00332594523 *** contribution from error: -0.531807363 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48302.6732 0.0198167153 -22.252943 EXIT FROM BFGS code NEW_X -48302.6732 0.0198167153 -22.252943 ENTER BFGS code NEW_X -48302.6732 0.0198167153 -22.252943 EXIT FROM BFGS code FG_LNSRCH 0. 0.00829880219 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 50.4638901 sigma out 15 active outputs RANK 2 NODE 10 --> 38.135582 sigma out 15 active outputs RANK 3 NODE 8 --> 30.9133549 sigma out 15 active outputs RANK 4 NODE 1 --> 23.4274673 sigma out 15 active outputs RANK 5 NODE 3 --> 21.5405121 sigma out 15 active outputs RANK 6 NODE 7 --> 14.6545839 sigma out 15 active outputs RANK 7 NODE 6 --> 13.7084427 sigma out 15 active outputs RANK 8 NODE 11 --> 10.8364334 sigma out 15 active outputs RANK 9 NODE 5 --> 10.2537355 sigma out 15 active outputs RANK 10 NODE 9 --> 9.38103962 sigma out 15 active outputs RANK 11 NODE 4 --> 6.67672348 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 15 --> 50.7409706 sigma in 11act. ( 47.568409 sig out 1act.) RANK 2 NODE 13 --> 48.7907448 sigma in 11act. ( 46.5019836 sig out 1act.) RANK 3 NODE 9 --> 25.0711002 sigma in 11act. ( 27.8124065 sig out 1act.) RANK 4 NODE 2 --> 21.3424587 sigma in 11act. ( 25.4607048 sig out 1act.) RANK 5 NODE 6 --> 10.8323345 sigma in 11act. ( 10.6187029 sig out 1act.) RANK 6 NODE 8 --> 9.79348373 sigma in 11act. ( 9.35964775 sig out 1act.) RANK 7 NODE 14 --> 9.65794277 sigma in 11act. ( 8.71900749 sig out 1act.) RANK 8 NODE 4 --> 9.45647812 sigma in 11act. ( 9.47881031 sig out 1act.) RANK 9 NODE 11 --> 7.32030821 sigma in 11act. ( 6.03356266 sig out 1act.) RANK 10 NODE 1 --> 7.1249032 sigma in 11act. ( 4.49352074 sig out 1act.) RANK 11 NODE 3 --> 6.86064577 sigma in 11act. ( 5.63069057 sig out 1act.) RANK 12 NODE 7 --> 6.85761786 sigma in 11act. ( 6.64818001 sig out 1act.) RANK 13 NODE 10 --> 5.95008421 sigma in 11act. ( 5.97815704 sig out 1act.) RANK 14 NODE 5 --> 5.80124903 sigma in 11act. ( 4.50533962 sig out 1act.) RANK 15 NODE 12 --> 4.95277309 sigma in 11act. ( 3.5961194 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 47.568409 sigma out 1act.( 50.7409706 sig in 11act.) RANK 2 NODE 13 --> 46.5019836 sigma out 1act.( 48.7907448 sig in 11act.) RANK 3 NODE 9 --> 27.8124065 sigma out 1act.( 25.0711002 sig in 11act.) RANK 4 NODE 2 --> 25.4607048 sigma out 1act.( 21.3424587 sig in 11act.) RANK 5 NODE 6 --> 10.6187029 sigma out 1act.( 10.8323345 sig in 11act.) RANK 6 NODE 4 --> 9.47881031 sigma out 1act.( 9.45647812 sig in 11act.) RANK 7 NODE 8 --> 9.35964775 sigma out 1act.( 9.79348373 sig in 11act.) RANK 8 NODE 14 --> 8.71900749 sigma out 1act.( 9.65794277 sig in 11act.) RANK 9 NODE 7 --> 6.64818001 sigma out 1act.( 6.85761786 sig in 11act.) RANK 10 NODE 11 --> 6.03356266 sigma out 1act.( 7.32030821 sig in 11act.) RANK 11 NODE 10 --> 5.97815704 sigma out 1act.( 5.95008421 sig in 11act.) RANK 12 NODE 3 --> 5.63069057 sigma out 1act.( 6.86064577 sig in 11act.) RANK 13 NODE 5 --> 4.50533962 sigma out 1act.( 5.80124903 sig in 11act.) RANK 14 NODE 1 --> 4.49352074 sigma out 1act.( 7.1249032 sig in 11act.) RANK 15 NODE 12 --> 3.5961194 sigma out 1act.( 4.95277309 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 80.0915833 sigma in 15 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.528869987 *** contribution from regularisation: 0.00311443675 *** contribution from error: -0.531984448 *********************************************** -----------------> Test sample Iteration No: 20 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -48338.1869 0.00829880219 -18.4950829 EXIT FROM BFGS code NEW_X -48338.1869 0.00829880219 -18.4950829 ENTER BFGS code NEW_X -48338.1869 0.00829880219 -18.4950829 EXIT FROM BFGS code FG_LNSRCH 0. -0.113385223 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.529600978 *** contribution from regularisation: 0.00310985092 *** contribution from error: -0.53271085 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48405.0022 -0.113385223 -13.6024189 EXIT FROM BFGS code NEW_X -48405.0022 -0.113385223 -13.6024189 ENTER BFGS code NEW_X -48405.0022 -0.113385223 -13.6024189 EXIT FROM BFGS code FG_LNSRCH 0. -0.220385611 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.529119194 *** contribution from regularisation: 0.00308333081 *** contribution from error: -0.532202542 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48360.9642 -0.220385611 55.2609634 EXIT FROM BFGS code FG_LNSRCH 0. -0.143491909 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.529475808 *** contribution from regularisation: 0.00339337857 *** contribution from error: -0.53286916 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48393.5577 -0.143491909 10.2160845 EXIT FROM BFGS code FG_LNSRCH 0. -0.118026972 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.529521108 *** contribution from regularisation: 0.00322703482 *** contribution from error: -0.532748163 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48397.7011 -0.118026972 -9.99683857 EXIT FROM BFGS code FG_LNSRCH 0. -0.113665193 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.529501081 *** contribution from regularisation: 0.00321226264 *** contribution from error: -0.532713354 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48395.8676 -0.113665193 -13.7215347 EXIT FROM BFGS code FG_LNSRCH 0. -0.11338634 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.529508412 *** contribution from regularisation: 0.00320244092 *** contribution from error: -0.53271085 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48396.5396 -0.11338634 -13.9861517 EXIT FROM BFGS code FG_LNSRCH 0. -0.113385223 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.529519022 *** contribution from regularisation: 0.00319185737 *** contribution from error: -0.53271085 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48397.5069 -0.113385223 -13.948225 EXIT FROM BFGS code FG_LNSRCH 0. -0.113385223 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.529498637 *** contribution from regularisation: 0.00321223936 *** contribution from error: -0.53271085 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48395.644 -0.113385223 -13.980588 EXIT FROM BFGS code FG_LNSRCH 0. -0.113385223 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.529503047 *** contribution from regularisation: 0.00320778158 *** contribution from error: -0.53271085 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -48396.0515 -0.113385223 -13.9986706 EXIT FROM BFGS code FG_LNSRCH 0. -0.113385223 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 58.6727142 sigma out 15 active outputs RANK 2 NODE 10 --> 40.296524 sigma out 15 active outputs RANK 3 NODE 8 --> 36.4592285 sigma out 15 active outputs RANK 4 NODE 1 --> 22.7953129 sigma out 15 active outputs RANK 5 NODE 3 --> 22.169796 sigma out 15 active outputs RANK 6 NODE 7 --> 14.3570404 sigma out 15 active outputs RANK 7 NODE 5 --> 12.1255522 sigma out 15 active outputs RANK 8 NODE 6 --> 10.7549267 sigma out 15 active outputs RANK 9 NODE 11 --> 9.66766357 sigma out 15 active outputs RANK 10 NODE 9 --> 8.70865345 sigma out 15 active outputs RANK 11 NODE 4 --> 4.35236502 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 15 --> 57.9868011 sigma in 11act. ( 58.5107155 sig out 1act.) RANK 2 NODE 13 --> 52.1541862 sigma in 11act. ( 53.3386726 sig out 1act.) RANK 3 NODE 9 --> 29.9721012 sigma in 11act. ( 35.8787918 sig out 1act.) RANK 4 NODE 2 --> 20.5069923 sigma in 11act. ( 24.4944248 sig out 1act.) RANK 5 NODE 6 --> 11.1440334 sigma in 11act. ( 11.7625008 sig out 1act.) RANK 6 NODE 14 --> 10.7332172 sigma in 11act. ( 11.038332 sig out 1act.) RANK 7 NODE 8 --> 10.0243607 sigma in 11act. ( 10.4906588 sig out 1act.) RANK 8 NODE 1 --> 7.86710167 sigma in 11act. ( 6.02670813 sig out 1act.) RANK 9 NODE 4 --> 6.78502703 sigma in 11act. ( 5.9085474 sig out 1act.) RANK 10 NODE 3 --> 6.69395399 sigma in 11act. ( 5.54269743 sig out 1act.) RANK 11 NODE 11 --> 6.56691837 sigma in 11act. ( 5.85648966 sig out 1act.) RANK 12 NODE 7 --> 6.40291071 sigma in 11act. ( 6.7332468 sig out 1act.) RANK 13 NODE 10 --> 5.95476151 sigma in 11act. ( 6.18210697 sig out 1act.) RANK 14 NODE 5 --> 5.85623884 sigma in 11act. ( 5.08213043 sig out 1act.) RANK 15 NODE 12 --> 3.98548293 sigma in 11act. ( 2.7020731 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 58.5107155 sigma out 1act.( 57.9868011 sig in 11act.) RANK 2 NODE 13 --> 53.3386726 sigma out 1act.( 52.1541862 sig in 11act.) RANK 3 NODE 9 --> 35.8787918 sigma out 1act.( 29.9721012 sig in 11act.) RANK 4 NODE 2 --> 24.4944248 sigma out 1act.( 20.5069923 sig in 11act.) RANK 5 NODE 6 --> 11.7625008 sigma out 1act.( 11.1440334 sig in 11act.) RANK 6 NODE 14 --> 11.038332 sigma out 1act.( 10.7332172 sig in 11act.) RANK 7 NODE 8 --> 10.4906588 sigma out 1act.( 10.0243607 sig in 11act.) RANK 8 NODE 7 --> 6.7332468 sigma out 1act.( 6.40291071 sig in 11act.) RANK 9 NODE 10 --> 6.18210697 sigma out 1act.( 5.95476151 sig in 11act.) RANK 10 NODE 1 --> 6.02670813 sigma out 1act.( 7.86710167 sig in 11act.) RANK 11 NODE 4 --> 5.9085474 sigma out 1act.( 6.78502703 sig in 11act.) RANK 12 NODE 11 --> 5.85648966 sigma out 1act.( 6.56691837 sig in 11act.) RANK 13 NODE 3 --> 5.54269743 sigma out 1act.( 6.69395399 sig in 11act.) RANK 14 NODE 5 --> 5.08213043 sigma out 1act.( 5.85623884 sig in 11act.) RANK 15 NODE 12 --> 2.7020731 sigma out 1act.( 3.98548293 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 93.6961746 sigma in 15 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.529511094 *** contribution from regularisation: 0.00319975358 *** contribution from error: -0.53271085 *********************************************** -----------------> Test sample Iteration No: 30 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -48396.7852 -0.113385223 -14.0124884 EXIT FROM BFGS code NEW_X -48396.7852 -0.113385223 -14.0124884 ENTER BFGS code NEW_X -48396.7852 -0.113385223 -14.0124884 EXIT FROM BFGS code CONVERGENC -48396.7852 -0.113385223 -14.0124884 --------------------------------------------------- Iteration : 250 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 95.9831543 sigma out 15 active outputs RANK 2 NODE 10 --> 69.3181229 sigma out 15 active outputs RANK 3 NODE 8 --> 58.4431038 sigma out 15 active outputs RANK 4 NODE 1 --> 36.6058884 sigma out 15 active outputs RANK 5 NODE 3 --> 36.0484962 sigma out 15 active outputs RANK 6 NODE 7 --> 23.1105099 sigma out 15 active outputs RANK 7 NODE 5 --> 20.2389565 sigma out 15 active outputs RANK 8 NODE 6 --> 18.0277996 sigma out 15 active outputs RANK 9 NODE 11 --> 15.5092812 sigma out 15 active outputs RANK 10 NODE 9 --> 14.7359934 sigma out 15 active outputs RANK 11 NODE 4 --> 6.99826813 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 15 --> 96.6437531 sigma in 11act. ( 95.9725952 sig out 1act.) RANK 2 NODE 13 --> 85.9451828 sigma in 11act. ( 87.4614639 sig out 1act.) RANK 3 NODE 9 --> 49.1433792 sigma in 11act. ( 58.8530617 sig out 1act.) RANK 4 NODE 2 --> 33.6156273 sigma in 11act. ( 40.9710197 sig out 1act.) RANK 5 NODE 6 --> 17.9267159 sigma in 11act. ( 19.2490349 sig out 1act.) RANK 6 NODE 14 --> 17.1860886 sigma in 11act. ( 17.8674164 sig out 1act.) RANK 7 NODE 8 --> 15.7665739 sigma in 11act. ( 17.2968597 sig out 1act.) RANK 8 NODE 1 --> 11.4013824 sigma in 11act. ( 9.91947746 sig out 1act.) RANK 9 NODE 7 --> 10.2099304 sigma in 11act. ( 10.9863558 sig out 1act.) RANK 10 NODE 11 --> 9.97995472 sigma in 11act. ( 9.41680908 sig out 1act.) RANK 11 NODE 3 --> 9.75031471 sigma in 11act. ( 9.15909004 sig out 1act.) RANK 12 NODE 10 --> 9.49999619 sigma in 11act. ( 10.1793013 sig out 1act.) RANK 13 NODE 4 --> 9.43107414 sigma in 11act. ( 9.76283646 sig out 1act.) RANK 14 NODE 5 --> 8.43619537 sigma in 11act. ( 8.36274529 sig out 1act.) RANK 15 NODE 12 --> 5.65460014 sigma in 11act. ( 4.38191509 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 95.9725952 sigma out 1act.( 96.6437531 sig in 11act.) RANK 2 NODE 13 --> 87.4614639 sigma out 1act.( 85.9451828 sig in 11act.) RANK 3 NODE 9 --> 58.8530617 sigma out 1act.( 49.1433792 sig in 11act.) RANK 4 NODE 2 --> 40.9710197 sigma out 1act.( 33.6156273 sig in 11act.) RANK 5 NODE 6 --> 19.2490349 sigma out 1act.( 17.9267159 sig in 11act.) RANK 6 NODE 14 --> 17.8674164 sigma out 1act.( 17.1860886 sig in 11act.) RANK 7 NODE 8 --> 17.2968597 sigma out 1act.( 15.7665739 sig in 11act.) RANK 8 NODE 7 --> 10.9863558 sigma out 1act.( 10.2099304 sig in 11act.) RANK 9 NODE 10 --> 10.1793013 sigma out 1act.( 9.49999619 sig in 11act.) RANK 10 NODE 1 --> 9.91947746 sigma out 1act.( 11.4013824 sig in 11act.) RANK 11 NODE 4 --> 9.76283646 sigma out 1act.( 9.43107414 sig in 11act.) RANK 12 NODE 11 --> 9.41680908 sigma out 1act.( 9.97995472 sig in 11act.) RANK 13 NODE 3 --> 9.15909004 sigma out 1act.( 9.75031471 sig in 11act.) RANK 14 NODE 5 --> 8.36274529 sigma out 1act.( 8.43619537 sig in 11act.) RANK 15 NODE 12 --> 4.38191509 sigma out 1act.( 5.65460014 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 153.854584 sigma in 15 active inputs *********************************************** *** Learn Path 250 *** loss function: -0.529514492 *** contribution from regularisation: 0.0031963347 *** contribution from error: -0.53271085 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE SAVING EXPERTISE TO expert.nb NB_AHISTOUT: storage space 29164 Closing output file done