NNInput NNInputs_175.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= 184590 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 = 44790 nbkg = 139800 Bkg Entries: 139800 Sig Entries: 44790 Chosen entries: 44790 Signal fraction: 1 Background fraction: 0.320386 Signal Tree Copy Condition: Background Tree Copy Condition: Actual Background Entries: 139800 Actual Signal Entries: 44790 Entries to split: 44790 Test with : 22395 Train with : 22395 ********************************************* * 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= 44790 for Signal Prepared event 0 for Signal with 44790 events ====Entry 0 Variable Ht : 241.352 Variable LepAPt : 26.6709 Variable LepBPt : 20.757 Variable MetSigLeptonsJets : 8.7004 Variable MetSpec : 102.516 Variable SumEtLeptonsJets : 138.836 Variable VSumJetLeptonsPt : 95.4385 Variable addEt : 149.944 Variable dPhiLepSumMet : 1.91756 Variable dPhiLeptons : 0.237715 Variable dRLeptons : 0.435475 Variable lep1_E : 34.2866 Variable lep2_E : 22.2255 ===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 = 2175 Ht = 241.352 IsMEBase = 0 LRHWW = 0 LRWW = 0 LRWg = 0 LRWj = 0 LRZZ = 0 LepAEt = 26.6709 LepAPt = 26.6709 LepBEt = 20.7574 LepBPt = 20.757 LessCentralJetEta = 0 MJ1Lep1 = 0 MJ1Lep2 = 0 MJ2Lep1 = 0 MJ2Lep2 = 0 NN = 0 Met = 102.516 MetDelPhi = 1.78381 MetSig = 7.13205 MetSigLeptonsJets = 8.7004 MetSpec = 102.516 Mjj = 0 MostCentralJetEta = 1.70124 MtllMet = 156.27 Njets = 1 SB = 0 SumEt = 206.61 SumEtJets = 0 SumEtLeptonsJets = 138.836 Target = 1 TrainWeight = 1 VSum2JetLeptonsPt = 0 VSum2JetPt = 0 VSumJetLeptonsPt = 95.4385 addEt = 149.944 dPhiLepSumMet = 1.91756 dPhiLeptons = 0.237715 dRLeptons = 0.435475 diltype = 54 dimass = 10.2815 event = 116 jet1_Et = 91.408 jet1_eta = 0 jet2_Et = 0 jet2_eta = 0 lep1_E = 34.2866 lep2_E = 22.2255 rand = 0.999742 run = 236503 weight = 2.5946e-06 ===Show End Prepared event 10000 for Signal with 44790 events Prepared event 20000 for Signal with 44790 events Prepared event 30000 for Signal with 44790 events Prepared event 40000 for Signal with 44790 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 = 0.259457 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 4396 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 184590 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 4396 negative weights. Signal fraction: 62.8206787 % ------------------------------ 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 60.0019798 63.5608063 65.7785645 67.3835144 68.6421356 69.8130341 70.7917404 71.4850922 72.407074 73.2907257 73.9651489 74.603775 75.4026108 76.0672531 76.8696442 77.417511 78.077507 78.7538757 79.4268188 80.0481415 80.8926697 81.5722351 82.3692398 83.025795 83.759903 84.7601471 85.857193 86.9774551 88.3792038 89.6869583 91.4357147 92.9130402 94.3527069 96.2278595 97.9990311 99.7383423 101.540909 103.34716 105.01384 106.484131 108.095879 109.68631 111.409195 113.097534 114.870468 116.777061 118.70932 120.215546 121.843948 123.767639 125.56221 127.344292 129.001007 130.675354 132.325424 133.753647 135.279587 136.906799 138.447021 140.13797 141.671814 143.114197 144.601776 146.052826 147.625748 148.97171 150.498108 151.800964 153.413834 154.881714 156.473358 158.095764 159.675888 161.335327 163.173431 165.001282 166.71875 168.715118 170.674347 172.75235 175.325043 177.571014 179.986237 182.695099 185.394714 188.381531 191.583755 195.052643 198.985382 202.853729 207.497421 212.558655 218.035461 224.334259 232.728561 241.153137 252.460571 267.39447 291.090668 339.688904 824.779175 ------------------------------ Transdef: Tab for variable 3 20.0001698 20.3971558 20.7492294 21.0868149 21.3914299 21.6833 21.9273033 22.1582375 22.3945389 22.691555 22.9216766 23.1731758 23.4159851 23.6204109 23.8381138 24.098259 24.3746204 24.5955086 24.8421059 25.0768051 25.2714882 25.4614029 25.6457825 25.8605843 26.0682068 26.2959137 26.5280495 26.7565994 27.0037193 27.2309551 27.5109997 27.7451019 27.9600296 28.1843414 28.4136238 28.6913071 28.9162045 29.167469 29.4149723 29.7002411 29.9539948 30.3022442 30.5898743 30.9516258 31.266819 31.6235352 31.8985329 32.169838 32.5020447 32.8314552 33.1688309 33.4724274 33.8019638 34.148037 34.4939194 34.8399925 35.2178726 35.5811157 35.9319611 36.2962036 36.6675339 37.0202103 37.4177666 37.7917786 38.197876 38.6153107 39.0180817 39.3155289 39.7275009 40.0897179 40.4862061 40.8138657 41.1980858 41.630085 42.0725822 42.5514641 43.0074692 43.5062027 44.0617218 44.5915222 45.1709518 45.7220268 46.2593803 46.8910217 47.5668793 48.1851463 48.8944473 49.6087875 50.403038 51.1565704 52.0287781 52.9385757 54.0260086 55.1851425 56.5586624 58.0599213 60.1251373 62.4674416 66.1580811 73.5270615 161.648132 ------------------------------ Transdef: Tab for variable 4 10.0000381 10.1256123 10.2523289 10.3762321 10.4828272 10.6161842 10.7608356 10.8927269 11.0245094 11.1819115 11.352663 11.482934 11.6250868 11.7560873 11.9485569 12.1197147 12.2642841 12.4281006 12.5929031 12.7750854 12.935503 13.0981979 13.2727718 13.4686165 13.6627674 13.8365211 13.9919357 14.1910286 14.3862934 14.6088915 14.8257027 15.0486679 15.2875719 15.4708977 15.6784697 15.8658962 16.1260223 16.4008942 16.6579628 16.8872681 17.1747704 17.4605465 17.748064 17.9862728 18.208868 18.4736729 18.735775 19.044899 19.3024197 19.5903778 19.8780651 20.1797142 20.3818512 20.6436787 20.9434814 21.1944237 21.4708328 21.704525 21.9437428 22.1358261 22.4349346 22.7240295 23.0038185 23.2799053 23.5510826 23.8409233 24.1076355 24.4098969 24.7038345 25.0163689 25.296032 25.5977364 25.9102669 26.2326927 26.554821 26.8576813 27.1748047 27.4756317 27.7770329 28.0943947 28.3890953 28.751255 29.0756073 29.4696484 29.8414268 30.2374763 30.6389503 31.0881138 31.5452156 31.9976635 32.5603867 33.1168289 33.7405014 34.4412842 35.1973114 36.1111984 37.1709518 38.6815796 40.9381104 44.2822876 76.1094437 ------------------------------ Transdef: Tab for variable 5 1.1949476 2.79007578 3.18289757 3.49684405 3.76705217 3.98494387 4.12218142 4.27579975 4.40368223 4.51338005 4.60352945 4.70859718 4.80636978 4.91049671 4.98994255 5.06636858 5.13781023 5.20150328 5.27278948 5.33238411 5.39650917 5.45803356 5.51357746 5.57203102 5.63192368 5.68475246 5.73221016 5.78219795 5.83416462 5.88459015 5.93837452 5.98624849 6.02453184 6.0716753 6.11078501 6.1579299 6.20563745 6.25518322 6.28804922 6.3324542 6.37665081 6.42580414 6.47267342 6.52158833 6.57630205 6.62751961 6.67765331 6.72841358 6.77244949 6.81729841 6.86590767 6.90448189 6.96505451 7.004879 7.05711079 7.11324215 7.16389418 7.21602249 7.27105045 7.31786442 7.37717724 7.42917347 7.48364782 7.53868866 7.60178661 7.66524696 7.7284627 7.7932291 7.85532856 7.91477346 7.97331476 8.03145218 8.09419537 8.15531158 8.2212925 8.28223038 8.34350204 8.4061594 8.47717953 8.53668022 8.60166168 8.67398834 8.74846077 8.82150841 8.89950562 8.96916962 9.05666924 9.13649559 9.2380352 9.3246479 9.41968918 9.53076935 9.65501595 9.79761124 9.95937729 10.1575584 10.4124346 10.7615862 11.2577877 12.2579784 18.1303024 ------------------------------ Transdef: Tab for variable 6 15.0050735 21.4020729 25.6243839 26.7240143 27.6089516 28.5441723 29.4259644 30.0551701 30.7985878 31.4289455 32.162178 32.7421684 33.25737 33.7374268 34.2709961 34.7072296 35.0569611 35.5440598 36.0351105 36.4219322 36.7724609 37.1846581 37.5216713 37.9287491 38.2620659 38.6935959 39.0844498 39.4427109 39.8167229 40.267807 40.5442162 41.0203094 41.5054283 41.9942474 42.4357224 42.9297943 43.3707352 43.8719254 44.2555199 44.6904373 45.3700714 46.0860977 46.7429085 47.3885536 48.1021118 48.7470779 49.5449333 50.2774506 50.9766617 51.8466187 52.7134247 53.5342941 54.4149551 55.2475471 56.0676651 56.8070908 57.5203629 58.3897858 59.0569763 59.8737488 60.7314796 61.5652504 62.4438782 63.2863503 64.1978989 65.0780106 65.8901367 66.6645203 67.4855957 68.2723007 69.0621338 69.8570786 70.7394028 71.5182495 72.3521957 73.1672821 74.0131454 74.7799606 75.5599136 76.393631 76.98629 77.8735352 78.7778168 79.783493 80.6965942 81.7208099 82.655365 83.7720795 85.0976639 86.4712219 87.9635544 89.6566162 91.6205978 93.9043045 96.7844849 100.176765 103.918694 109.089668 116.649773 129.338562 263.347626 ------------------------------ Transdef: Tab for variable 7 30.1229668 33.1412125 33.9472733 34.7212601 35.3338203 35.8803978 36.2548103 36.6705017 37.0687332 37.4859161 37.820652 38.1412659 38.4100723 38.7609558 39.0803299 39.3300247 39.5949402 39.9332428 40.2468948 40.6101418 40.9487038 41.3057899 41.6202698 42.0506744 42.5063477 43.057663 43.6678543 44.3338585 44.9384842 45.6924286 46.6655731 47.6376724 48.6153374 49.5278625 50.722187 51.7325668 52.9162483 53.8825569 55.0363503 55.9996948 56.9673309 57.9532814 59.0755157 60.076561 61.0478249 61.738102 62.6412735 63.5164413 64.4275208 65.2639389 66.1261444 66.9992523 67.8789978 68.689682 69.6324539 70.5224991 71.3844452 72.2134857 73.0483246 73.8607025 74.6637115 75.5389557 76.3895416 77.2353668 78.232338 79.1592712 80.1870804 81.3076553 82.3560257 83.4143066 84.6096497 85.896492 87.3563461 88.7463531 90.2843323 91.8169022 93.4297333 94.9152679 96.6741943 98.5331573 100.386215 102.277481 104.333755 106.469131 108.724045 110.996826 113.508614 116.20253 119.282455 122.977676 126.825882 131.070633 135.851715 141.147583 147.030212 154.627914 164.405991 177.02597 195.896149 231.503143 533.700562 ------------------------------ Transdef: Tab for variable 8 2.05942559 25.1602859 29.7299805 31.5197201 32.3444443 33.0198708 33.6509933 34.1536713 34.6288605 35.0460281 35.3861198 35.7393341 36.0915489 36.433075 36.7666969 37.1125412 37.4192047 37.7598953 38.026413 38.2406006 38.5297699 38.7800446 39.0052299 39.284668 39.5999222 39.9399757 40.2391052 40.5326538 40.8367805 41.2127647 41.5216141 41.9004822 42.3079605 42.7521477 43.2359085 43.7262726 44.2167664 44.8507614 45.4420853 46.1197052 46.819313 47.5484314 48.2402496 48.8146973 49.3839874 50.1813431 50.8953285 51.6738358 52.4408646 53.183197 53.9322281 54.7504768 55.4914398 56.2561913 56.9997215 57.7626457 58.6035919 59.3669128 60.0952759 60.8586655 61.4521561 62.1340866 62.8765564 63.5936127 64.3591156 65.0753479 65.7281342 66.3869781 67.071579 67.8109894 68.5909958 69.3105774 70.0697479 70.8448334 71.6031113 72.2828369 73.0279236 73.8204193 74.5111008 75.3325958 76.113739 76.9925995 77.8761292 78.6651382 79.6957397 80.6888275 81.7779388 82.7799988 83.983017 85.4586945 87.0981979 88.749054 90.7536316 92.926857 95.8180237 99.6339035 104.171432 110.172195 119.509216 137.546478 374.426086 ------------------------------ Transdef: Tab for variable 9 48.8581314 63.1206551 65.1708374 66.8435822 68.0471954 69.1354904 70.0960999 70.8768768 71.543045 72.3815918 73.1974945 73.8558273 74.3584442 75.1377258 75.6930771 76.3554459 77.0104065 77.5062408 78.0793762 78.6344986 79.2835236 79.7738037 80.4181366 81.0274811 81.6509933 82.3630524 82.8610535 83.5446625 84.3186569 85.1528168 86.0250473 86.939621 87.9800797 88.9889069 90.0660858 91.3310394 92.3705902 93.564743 94.9517059 96.2850876 97.9269257 99.6248856 101.235504 102.58403 104.055016 105.513168 106.851929 108.453934 109.828728 111.234955 112.864861 114.302505 115.577042 116.92099 118.338661 119.717636 120.872742 122.162811 123.664001 125.107742 126.516121 127.908379 129.124695 130.437241 131.801239 133.024002 134.350037 135.64447 136.853455 138.022232 139.268127 140.466217 141.584869 142.82193 144.003967 145.246216 146.418152 147.697556 148.765839 149.858612 150.991913 152.132294 153.399506 154.598267 155.825562 157.144867 158.416794 159.894165 161.244843 162.746323 164.342148 165.897736 167.815353 169.829468 172.121078 174.88649 178.567612 183.319061 191.268127 212.236282 422.574371 ------------------------------ Transdef: Tab for variable 10 0.00602381537 1.00876558 1.41852331 1.63437235 1.80274773 1.9175179 2.01967764 2.10341978 2.17326117 2.23835278 2.29236746 2.34386921 2.38995099 2.43332291 2.46673203 2.50196648 2.53356862 2.56281376 2.58802199 2.61216259 2.63062167 2.65394878 2.67708397 2.69786716 2.71627474 2.73559403 2.75378633 2.7694664 2.78228092 2.79717302 2.81120348 2.82350302 2.83529568 2.84674597 2.85584211 2.86405849 2.87407684 2.88462114 2.89307666 2.90186739 2.91084766 2.9178896 2.92424607 2.93109608 2.93818903 2.94627047 2.95290804 2.96003675 2.96578169 2.97280169 2.97856665 2.98380423 2.98836136 2.99337292 2.99854755 3.00316238 3.00741434 3.01199841 3.01605844 3.0204792 3.02459097 3.02878976 3.03312612 3.03687716 3.04072523 3.04385614 3.04772425 3.05105901 3.05449533 3.05806327 3.0617094 3.06551337 3.06886673 3.07226229 3.07523561 3.07809067 3.08097839 3.08350205 3.08676457 3.08967733 3.09255409 3.09513617 3.0977273 3.10054827 3.1034708 3.10581946 3.1086092 3.11084461 3.11358595 3.11611772 3.11832523 3.12064481 3.12324262 3.1259203 3.12841558 3.13027906 3.13192177 3.13430405 3.13647747 3.1389091 3.14159226 ------------------------------ Transdef: Tab for variable 11 7.9870224E-06 0.00518258754 0.0115234256 0.0180950165 0.0236997306 0.030187726 0.0374715328 0.0444387197 0.0505596399 0.0585344955 0.06454283 0.0725769997 0.0794728398 0.0872483552 0.0944151878 0.101572961 0.108079851 0.114011943 0.120687246 0.128641129 0.135941029 0.143055558 0.149253607 0.155298799 0.161692142 0.167403996 0.174084783 0.180418491 0.186205626 0.191844165 0.197047561 0.202323973 0.207078815 0.211651027 0.216885328 0.222078294 0.227381289 0.231958807 0.236589909 0.241471589 0.247159004 0.252478838 0.257606119 0.262593001 0.267113268 0.272052765 0.277679682 0.282569915 0.286764026 0.291775465 0.296991527 0.302264214 0.307159066 0.31216085 0.317762911 0.323531747 0.329752386 0.334617257 0.339778662 0.345154881 0.350256294 0.35571456 0.360599995 0.366526127 0.372217059 0.377612263 0.384201169 0.389232516 0.395776898 0.401730418 0.408076763 0.414286137 0.42006588 0.426317215 0.433711767 0.440331221 0.44782877 0.455108881 0.462101579 0.470432758 0.478309751 0.48721388 0.497652531 0.507585108 0.516180694 0.527842283 0.537736058 0.54653281 0.557055414 0.570607126 0.580790162 0.596815109 0.613469601 0.632797956 0.649914384 0.672755003 0.703678489 0.731138289 0.780552745 0.839203715 1.13430727 ------------------------------ Transdef: Tab for variable 12 0.200001657 0.210076556 0.219837978 0.228591636 0.236875862 0.244449407 0.251842976 0.258473039 0.265832365 0.271874011 0.278704017 0.284475625 0.290811181 0.297131479 0.302500159 0.307670116 0.312821507 0.318696558 0.323545456 0.329091102 0.333946556 0.339142144 0.344308972 0.349168211 0.353849173 0.359566271 0.364561439 0.369390547 0.374169528 0.37900582 0.384271622 0.389329553 0.393811613 0.398411572 0.402482569 0.405894935 0.409799874 0.412962258 0.416781217 0.420416236 0.424069017 0.427753866 0.431454629 0.435244977 0.438410282 0.442239612 0.446190417 0.449909985 0.453964502 0.457417428 0.461254507 0.465434492 0.46969223 0.473743111 0.477125227 0.481200337 0.485284328 0.489054561 0.493119985 0.497990668 0.502487183 0.50808847 0.512807131 0.518137217 0.522760451 0.528487325 0.533866882 0.539376378 0.545112729 0.549125791 0.554859817 0.560704231 0.566762388 0.573415041 0.579206228 0.585422873 0.591679811 0.598495126 0.605107903 0.61304152 0.620240092 0.628062248 0.635657191 0.645962834 0.655901074 0.664040864 0.672150135 0.682854891 0.695374072 0.706966519 0.71996212 0.731881976 0.745069742 0.757642508 0.770396471 0.787824869 0.807902575 0.831164598 0.863159716 0.907863975 1.13770998 ------------------------------ Transdef: Tab for variable 13 20.0277634 21.6603718 22.5354156 23.3433113 23.9032021 24.5565872 25.1615486 25.6510048 26.0852776 26.6187744 27.119072 27.5781975 28.0322723 28.4397926 28.852953 29.2391167 29.5979652 29.9723454 30.360918 30.7639275 31.0126266 31.4041901 31.7569962 32.1252289 32.5203514 32.9282608 33.2624512 33.6627197 34.0380325 34.4841499 34.849678 35.202507 35.5256042 35.9523659 36.2624626 36.6992569 37.1228943 37.4811783 37.8676262 38.2504768 38.6769295 39.0378571 39.4933548 39.9252319 40.3330879 40.7388725 41.1840973 41.6302795 42.079277 42.5342178 42.9345016 43.3089066 43.7013702 44.1545258 44.563076 45.0565872 45.5461349 46.0420265 46.5291939 46.9499283 47.3710098 47.8426476 48.3082581 48.8408051 49.2988663 49.8008881 50.3371086 50.8886414 51.4599953 52.0616074 52.6042099 53.2232361 53.848381 54.4437943 55.1144981 55.8082962 56.4552155 57.0734482 57.8062134 58.5130157 59.2704239 60.1442032 61.0402451 61.9627075 63.0164337 64.1117477 65.381485 66.5462112 67.7338257 68.8743744 70.3043213 71.9835358 73.9914932 75.9977493 77.9880447 81.0516968 84.7322388 87.6402054 93.4894104 101.873383 232.717926 ------------------------------ Transdef: Tab for variable 14 10.0028534 10.7241497 11.212203 11.5582333 12.0437622 12.3337898 12.747406 13.1770201 13.5065498 13.8151321 14.1185074 14.4512043 14.7551632 15.1348362 15.4522057 15.7404003 16.0466137 16.4223328 16.756813 17.012352 17.3736954 17.6855431 17.9975395 18.3195763 18.6812344 18.9986153 19.2848434 19.6179924 19.9571953 20.2748051 20.6057835 20.9060287 21.2058678 21.5428085 21.795929 22.0564919 22.356987 22.6481991 22.9248276 23.1974678 23.500349 23.8242588 24.1508522 24.4290638 24.7147045 24.9922829 25.2693825 25.5292492 25.7755356 26.0389633 26.3269844 26.5938091 26.8674431 27.1387596 27.4282207 27.7008858 27.9609032 28.1643429 28.4179249 28.7298164 29.0116234 29.313427 29.5685482 29.8704853 30.2106571 30.5072823 30.8076458 31.1299191 31.457016 31.7364998 32.0639572 32.4172287 32.7759857 33.1724663 33.4476013 33.7695312 34.1409912 34.5459137 34.9545975 35.395565 35.8828735 36.3864861 36.8870354 37.3656883 37.8809013 38.5023193 39.1306 39.824173 40.5146942 41.2916107 42.1211395 43.0844536 44.1223488 45.0408936 46.3828621 47.9930649 49.9073792 52.8952637 56.0596313 62.6240311 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 65.8 53.0 56.1 33.6 52.3 63.2 56.5 64.7 -23.3 -19.5 -44.0 16.9 27.5 2 65.8 100.0 67.9 61.4 42.5 71.7 94.6 78.0 92.6 -43.6 -25.0 -52.8 33.7 34.6 3 53.0 67.9 100.0 50.1 17.4 40.1 70.4 57.9 74.2 -14.3 -28.4 -60.2 64.0 27.7 4 56.1 61.4 50.1 100.0 20.4 40.3 62.2 54.0 66.7 -11.4 -31.1 -65.6 23.4 71.8 5 33.6 42.5 17.4 20.4 100.0 85.1 16.2 62.1 61.9 19.4 -9.5 -17.9 1.3 7.6 6 52.3 71.7 40.1 40.3 85.1 100.0 51.7 80.7 81.4 -7.9 -17.2 -34.9 14.4 20.1 7 63.2 94.6 70.4 62.2 16.2 51.7 100.0 69.9 81.7 -52.2 -23.8 -52.8 37.7 36.6 8 56.5 78.0 57.9 54.0 62.1 80.7 69.9 100.0 85.4 -12.6 -24.3 -48.0 28.6 31.5 9 64.7 92.6 74.2 66.7 61.9 81.4 81.7 85.4 100.0 -20.9 -28.2 -59.0 38.9 39.3 10 -23.3 -43.6 -14.3 -11.4 19.4 -7.9 -52.2 -12.6 -20.9 100.0 2.4 7.5 -5.0 -4.0 11 -19.5 -25.0 -28.4 -31.1 -9.5 -17.2 -23.8 -24.3 -28.2 2.4 100.0 52.9 -11.6 -19.0 12 -44.0 -52.8 -60.2 -65.6 -17.9 -34.9 -52.8 -48.0 -59.0 7.5 52.9 100.0 -30.0 -39.5 13 16.9 33.7 64.0 23.4 1.3 14.4 37.7 28.6 38.9 -5.0 -11.6 -30.0 100.0 48.6 14 27.5 34.6 27.7 71.8 7.6 20.1 36.6 31.5 39.3 -4.0 -19.0 -39.5 48.6 100.0 TOTAL CORRELATION TO TARGET (diagonal) 171.557264 TOTAL CORRELATION OF ALL VARIABLES 73.3649715 ROUND 1: MAX CORR ( 73.3570038) AFTER KILLING INPUT VARIABLE 8 CONTR 1.08122008 ROUND 2: MAX CORR ( 73.3443389) AFTER KILLING INPUT VARIABLE 14 CONTR 1.3630715 ROUND 3: MAX CORR ( 73.327383) AFTER KILLING INPUT VARIABLE 11 CONTR 1.57700587 ROUND 4: MAX CORR ( 73.2787287) AFTER KILLING INPUT VARIABLE 12 CONTR 2.6707713 ROUND 5: MAX CORR ( 73.1889614) AFTER KILLING INPUT VARIABLE 10 CONTR 3.62601868 ROUND 6: MAX CORR ( 73.0477491) AFTER KILLING INPUT VARIABLE 6 CONTR 4.54427274 ROUND 7: MAX CORR ( 72.8329424) AFTER KILLING INPUT VARIABLE 2 CONTR 5.5978707 ROUND 8: MAX CORR ( 71.7158797) AFTER KILLING INPUT VARIABLE 9 CONTR 12.7070886 ROUND 9: MAX CORR ( 70.4088639) AFTER KILLING INPUT VARIABLE 13 CONTR 13.6293537 ROUND 10: MAX CORR ( 69.932818) AFTER KILLING INPUT VARIABLE 3 CONTR 8.17368209 ROUND 11: MAX CORR ( 67.4568178) AFTER KILLING INPUT VARIABLE 4 CONTR 18.4438814 ROUND 12: MAX CORR ( 63.1613646) AFTER KILLING INPUT VARIABLE 5 CONTR 23.6867958 LAST REMAINING VARIABLE: 7 total correlation to target: 73.3649715 % total significance: 138.940119 sigma correlations of single variables to target: variable 2: 65.8201724 % , in sigma: 124.65162 variable 3: 53.012238 % , in sigma: 100.395686 variable 4: 56.0671341 % , in sigma: 106.181112 variable 5: 33.5872391 % , in sigma: 63.6082164 variable 6: 52.3431676 % , in sigma: 99.1285863 variable 7: 63.1613646 % , in sigma: 119.616314 variable 8: 56.5252783 % , in sigma: 107.048755 variable 9: 64.735839 % , in sigma: 122.598087 variable 10: -23.2988316 % , in sigma: 44.1238149 variable 11: -19.5230935 % , in sigma: 36.9732431 variable 12: -44.0473298 % , in sigma: 83.4177551 variable 13: 16.8647381 % , in sigma: 31.938794 variable 14: 27.4609113 % , in sigma: 52.0060486 variables sorted by significance: 1 most relevant variable 7 corr 63.1613655 , in sigma: 119.616316 2 most relevant variable 5 corr 23.6867962 , in sigma: 44.8585504 3 most relevant variable 4 corr 18.443882 , in sigma: 34.9294097 4 most relevant variable 3 corr 8.17368221 , in sigma: 15.4794905 5 most relevant variable 13 corr 13.6293535 , in sigma: 25.811555 6 most relevant variable 9 corr 12.7070885 , in sigma: 24.0649501 7 most relevant variable 2 corr 5.59787083 , in sigma: 10.6013649 8 most relevant variable 6 corr 4.5442729 , in sigma: 8.60603913 9 most relevant variable 10 corr 3.62601876 , in sigma: 6.86703023 10 most relevant variable 12 corr 2.67077136 , in sigma: 5.0579627 11 most relevant variable 11 corr 1.57700586 , in sigma: 2.98656671 12 most relevant variable 14 corr 1.36307144 , in sigma: 2.58141323 13 most relevant variable 8 corr 1.08122003 , in sigma: 2.04763712 global correlations between input variables: variable 2: 99.1812987 % variable 3: 92.8703662 % variable 4: 91.9685384 % variable 5: 95.3824363 % variable 6: 94.6265659 % variable 7: 98.7719203 % variable 8: 90.8547068 % variable 9: 98.793398 % variable 10: 71.2985151 % variable 11: 53.9794109 % variable 12: 78.9765858 % variable 13: 84.7899349 % variable 14: 87.6609961 % significance loss when removing single variables: variable 2: corr = 3.45007343 % , sigma = 6.53382127 variable 3: corr = 17.7522382 % , sigma = 33.6195603 variable 4: corr = 15.7146504 % , sigma = 29.7607337 variable 5: corr = 12.54402 % , sigma = 23.7561276 variable 6: corr = 4.44379745 % , sigma = 8.41575661 variable 7: corr = 6.26028394 % , sigma = 11.8558568 variable 8: corr = 1.08122008 % , sigma = 2.04763721 variable 9: corr = 12.6850445 % , sigma = 24.0232028 variable 10: corr = 3.36311867 % , sigma = 6.36914453 variable 11: corr = 1.43704434 % , sigma = 2.72150464 variable 12: corr = 1.81023746 % , sigma = 3.42826558 variable 13: corr = 7.97008563 % , sigma = 15.093915 variable 14: corr = 1.34496385 % , sigma = 2.54712069 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 8 --> 18.3009415 sigma out 15 active outputs RANK 2 NODE 3 --> 14.9119377 sigma out 15 active outputs RANK 3 NODE 4 --> 14.239934 sigma out 15 active outputs RANK 4 NODE 7 --> 13.708354 sigma out 15 active outputs RANK 5 NODE 6 --> 13.5743427 sigma out 15 active outputs RANK 6 NODE 2 --> 12.4131327 sigma out 15 active outputs RANK 7 NODE 5 --> 11.9185143 sigma out 15 active outputs RANK 8 NODE 9 --> 11.7939129 sigma out 15 active outputs RANK 9 NODE 10 --> 10.7779884 sigma out 15 active outputs RANK 10 NODE 1 --> 10.6076622 sigma out 15 active outputs RANK 11 NODE 11 --> 10.2771177 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 22.9543591 sigma in 11act. ( 26.0165806 sig out 1act.) RANK 2 NODE 1 --> 21.0085964 sigma in 11act. ( 23.1137619 sig out 1act.) RANK 3 NODE 5 --> 13.8995676 sigma in 11act. ( 17.4295025 sig out 1act.) RANK 4 NODE 9 --> 13.6718616 sigma in 11act. ( 16.0443974 sig out 1act.) RANK 5 NODE 4 --> 13.1310339 sigma in 11act. ( 12.1307955 sig out 1act.) RANK 6 NODE 11 --> 11.8787317 sigma in 11act. ( 13.9567175 sig out 1act.) RANK 7 NODE 8 --> 9.11476803 sigma in 11act. ( 10.8895893 sig out 1act.) RANK 8 NODE 7 --> 9.01688194 sigma in 11act. ( 9.05252171 sig out 1act.) RANK 9 NODE 13 --> 5.22109365 sigma in 11act. ( 6.63144922 sig out 1act.) RANK 10 NODE 14 --> 4.03707886 sigma in 11act. ( 4.69181252 sig out 1act.) RANK 11 NODE 10 --> 3.3245697 sigma in 11act. ( 4.67905045 sig out 1act.) RANK 12 NODE 15 --> 2.92311668 sigma in 11act. ( 1.66985452 sig out 1act.) RANK 13 NODE 6 --> 2.65524769 sigma in 11act. ( 1.34962285 sig out 1act.) RANK 14 NODE 12 --> 2.02716184 sigma in 11act. ( 3.22746658 sig out 1act.) RANK 15 NODE 3 --> 1.08617091 sigma in 11act. ( 1.48968482 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 26.0165806 sigma out 1act.( 22.9543591 sig in 11act.) RANK 2 NODE 1 --> 23.1137619 sigma out 1act.( 21.0085964 sig in 11act.) RANK 3 NODE 5 --> 17.4295025 sigma out 1act.( 13.8995676 sig in 11act.) RANK 4 NODE 9 --> 16.0443974 sigma out 1act.( 13.6718616 sig in 11act.) RANK 5 NODE 11 --> 13.9567175 sigma out 1act.( 11.8787317 sig in 11act.) RANK 6 NODE 4 --> 12.1307955 sigma out 1act.( 13.1310339 sig in 11act.) RANK 7 NODE 8 --> 10.8895893 sigma out 1act.( 9.11476803 sig in 11act.) RANK 8 NODE 7 --> 9.05252171 sigma out 1act.( 9.01688194 sig in 11act.) RANK 9 NODE 13 --> 6.63144922 sigma out 1act.( 5.22109365 sig in 11act.) RANK 10 NODE 14 --> 4.69181252 sigma out 1act.( 4.03707886 sig in 11act.) RANK 11 NODE 10 --> 4.67905045 sigma out 1act.( 3.3245697 sig in 11act.) RANK 12 NODE 12 --> 3.22746658 sigma out 1act.( 2.02716184 sig in 11act.) RANK 13 NODE 15 --> 1.66985452 sigma out 1act.( 2.92311668 sig in 11act.) RANK 14 NODE 3 --> 1.48968482 sigma out 1act.( 1.08617091 sig in 11act.) RANK 15 NODE 6 --> 1.34962285 sigma out 1act.( 2.65524769 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 49.1927299 sigma in 15 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 30.7245541 sigma out 15 active outputs RANK 2 NODE 3 --> 16.2272453 sigma out 15 active outputs RANK 3 NODE 7 --> 16.016468 sigma out 15 active outputs RANK 4 NODE 4 --> 15.410224 sigma out 15 active outputs RANK 5 NODE 6 --> 14.9696646 sigma out 15 active outputs RANK 6 NODE 1 --> 13.9140224 sigma out 15 active outputs RANK 7 NODE 5 --> 13.4121552 sigma out 15 active outputs RANK 8 NODE 2 --> 13.2533369 sigma out 15 active outputs RANK 9 NODE 10 --> 12.5979013 sigma out 15 active outputs RANK 10 NODE 9 --> 12.3220263 sigma out 15 active outputs RANK 11 NODE 11 --> 12.2039213 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 24.1981907 sigma in 11act. ( 23.815731 sig out 1act.) RANK 2 NODE 1 --> 21.8641911 sigma in 11act. ( 22.7100811 sig out 1act.) RANK 3 NODE 5 --> 17.6311131 sigma in 11act. ( 16.9159107 sig out 1act.) RANK 4 NODE 9 --> 16.9067955 sigma in 11act. ( 14.6408434 sig out 1act.) RANK 5 NODE 11 --> 14.3177795 sigma in 11act. ( 13.5922146 sig out 1act.) RANK 6 NODE 3 --> 14.1338959 sigma in 11act. ( 7.81303453 sig out 1act.) RANK 7 NODE 4 --> 12.1120615 sigma in 11act. ( 9.96152687 sig out 1act.) RANK 8 NODE 8 --> 12.099268 sigma in 11act. ( 11.2604656 sig out 1act.) RANK 9 NODE 12 --> 12.073535 sigma in 11act. ( 5.78424454 sig out 1act.) RANK 10 NODE 13 --> 10.4397116 sigma in 11act. ( 7.14418268 sig out 1act.) RANK 11 NODE 10 --> 10.1078196 sigma in 11act. ( 5.75196362 sig out 1act.) RANK 12 NODE 7 --> 9.89472485 sigma in 11act. ( 8.62866211 sig out 1act.) RANK 13 NODE 14 --> 7.44834566 sigma in 11act. ( 5.42285776 sig out 1act.) RANK 14 NODE 6 --> 6.22376347 sigma in 11act. ( 1.16952217 sig out 1act.) RANK 15 NODE 15 --> 5.17987204 sigma in 11act. ( 1.30256605 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 23.815731 sigma out 1act.( 24.1981907 sig in 11act.) RANK 2 NODE 1 --> 22.7100811 sigma out 1act.( 21.8641911 sig in 11act.) RANK 3 NODE 5 --> 16.9159107 sigma out 1act.( 17.6311131 sig in 11act.) RANK 4 NODE 9 --> 14.6408434 sigma out 1act.( 16.9067955 sig in 11act.) RANK 5 NODE 11 --> 13.5922146 sigma out 1act.( 14.3177795 sig in 11act.) RANK 6 NODE 8 --> 11.2604656 sigma out 1act.( 12.099268 sig in 11act.) RANK 7 NODE 4 --> 9.96152687 sigma out 1act.( 12.1120615 sig in 11act.) RANK 8 NODE 7 --> 8.62866211 sigma out 1act.( 9.89472485 sig in 11act.) RANK 9 NODE 3 --> 7.81303453 sigma out 1act.( 14.1338959 sig in 11act.) RANK 10 NODE 13 --> 7.14418268 sigma out 1act.( 10.4397116 sig in 11act.) RANK 11 NODE 12 --> 5.78424454 sigma out 1act.( 12.073535 sig in 11act.) RANK 12 NODE 10 --> 5.75196362 sigma out 1act.( 10.1078196 sig in 11act.) RANK 13 NODE 14 --> 5.42285776 sigma out 1act.( 7.44834566 sig in 11act.) RANK 14 NODE 15 --> 1.30256605 sigma out 1act.( 5.17987204 sig in 11act.) RANK 15 NODE 6 --> 1.16952217 sigma out 1act.( 6.22376347 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 47.7469254 sigma in 15 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.480964452 *** contribution from regularisation: 0.00521492958 *** contribution from error: -0.486179382 *********************************************** -----------------> Test sample --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.5301947 *** contribution from regularisation: 0.00237367512 *** contribution from error: -0.532568395 *********************************************** -----------------> Test sample ENTER BFGS code START -48943.5507 -0.237786338 -0.491692632 EXIT FROM BFGS code FG_START 0. -0.237786338 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.543622792 *** contribution from regularisation: 0.00237665884 *** contribution from error: -0.545999467 *********************************************** -----------------> Test sample ENTER BFGS code FG_START -50173.6641 -0.237786338 -195.091064 EXIT FROM BFGS code FG_LNSRCH 0. -0.284812599 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.562737703 *** contribution from regularisation: 0.00313788233 *** contribution from error: -0.56587559 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -51937.8745 -0.284812599 -127.579849 EXIT FROM BFGS code NEW_X -51937.8745 -0.284812599 -127.579849 ENTER BFGS code NEW_X -51937.8745 -0.284812599 -127.579849 EXIT FROM BFGS code FG_LNSRCH 0. -0.305793971 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.566314697 *** contribution from regularisation: 0.00304317498 *** contribution from error: -0.569357872 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52268.0173 -0.305793971 -47.5798988 EXIT FROM BFGS code NEW_X -52268.0173 -0.305793971 -47.5798988 ENTER BFGS code NEW_X -52268.0173 -0.305793971 -47.5798988 EXIT FROM BFGS code FG_LNSRCH 0. -0.321296901 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.567477584 *** contribution from regularisation: 0.00299812527 *** contribution from error: -0.570475698 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52375.3432 -0.321296901 6.62901497 EXIT FROM BFGS code NEW_X -52375.3432 -0.321296901 6.62901497 ENTER BFGS code NEW_X -52375.3432 -0.321296901 6.62901497 EXIT FROM BFGS code FG_LNSRCH 0. -0.326879919 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.568156779 *** contribution from regularisation: 0.00289604417 *** contribution from error: -0.571052849 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52438.0298 -0.326879919 42.2350235 EXIT FROM BFGS code NEW_X -52438.0298 -0.326879919 42.2350235 ENTER BFGS code NEW_X -52438.0298 -0.326879919 42.2350235 EXIT FROM BFGS code FG_LNSRCH 0. -0.319507778 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.568850279 *** contribution from regularisation: 0.00296436832 *** contribution from error: -0.571814656 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52502.0375 -0.319507778 51.6562653 EXIT FROM BFGS code NEW_X -52502.0375 -0.319507778 51.6562653 ENTER BFGS code NEW_X -52502.0375 -0.319507778 51.6562653 EXIT FROM BFGS code FG_LNSRCH 0. -0.28976959 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.570347071 *** contribution from regularisation: 0.00290833553 *** contribution from error: -0.57325542 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52640.1848 -0.28976959 50.2756348 EXIT FROM BFGS code NEW_X -52640.1848 -0.28976959 50.2756348 ENTER BFGS code NEW_X -52640.1848 -0.28976959 50.2756348 EXIT FROM BFGS code FG_LNSRCH 0. -0.236534476 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 38.7512665 sigma out 15 active outputs RANK 2 NODE 1 --> 19.3850269 sigma out 15 active outputs RANK 3 NODE 9 --> 16.7363644 sigma out 15 active outputs RANK 4 NODE 2 --> 15.8468933 sigma out 15 active outputs RANK 5 NODE 10 --> 15.1692162 sigma out 15 active outputs RANK 6 NODE 7 --> 13.647439 sigma out 15 active outputs RANK 7 NODE 6 --> 12.8002996 sigma out 15 active outputs RANK 8 NODE 4 --> 12.1358709 sigma out 15 active outputs RANK 9 NODE 3 --> 10.298522 sigma out 15 active outputs RANK 10 NODE 11 --> 9.14881611 sigma out 15 active outputs RANK 11 NODE 5 --> 8.70450306 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 27.3528538 sigma in 11act. ( 23.6998386 sig out 1act.) RANK 2 NODE 9 --> 23.3426704 sigma in 11act. ( 20.1960411 sig out 1act.) RANK 3 NODE 12 --> 23.160387 sigma in 11act. ( 18.6582794 sig out 1act.) RANK 4 NODE 13 --> 16.9937897 sigma in 11act. ( 15.3989763 sig out 1act.) RANK 5 NODE 5 --> 16.5031281 sigma in 11act. ( 14.6123447 sig out 1act.) RANK 6 NODE 1 --> 13.5178814 sigma in 11act. ( 13.3173523 sig out 1act.) RANK 7 NODE 10 --> 12.7387991 sigma in 11act. ( 11.3069153 sig out 1act.) RANK 8 NODE 7 --> 11.7506075 sigma in 11act. ( 11.3232594 sig out 1act.) RANK 9 NODE 8 --> 11.7137747 sigma in 11act. ( 10.3266077 sig out 1act.) RANK 10 NODE 2 --> 10.9477396 sigma in 11act. ( 9.74361229 sig out 1act.) RANK 11 NODE 11 --> 8.99171734 sigma in 11act. ( 7.70744705 sig out 1act.) RANK 12 NODE 14 --> 8.90648174 sigma in 11act. ( 7.19121647 sig out 1act.) RANK 13 NODE 4 --> 8.64915943 sigma in 11act. ( 7.22556114 sig out 1act.) RANK 14 NODE 6 --> 4.36456966 sigma in 11act. ( 2.29062533 sig out 1act.) RANK 15 NODE 15 --> 4.11005163 sigma in 11act. ( 2.94760847 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 23.6998386 sigma out 1act.( 27.3528538 sig in 11act.) RANK 2 NODE 9 --> 20.1960411 sigma out 1act.( 23.3426704 sig in 11act.) RANK 3 NODE 12 --> 18.6582794 sigma out 1act.( 23.160387 sig in 11act.) RANK 4 NODE 13 --> 15.3989763 sigma out 1act.( 16.9937897 sig in 11act.) RANK 5 NODE 5 --> 14.6123447 sigma out 1act.( 16.5031281 sig in 11act.) RANK 6 NODE 1 --> 13.3173523 sigma out 1act.( 13.5178814 sig in 11act.) RANK 7 NODE 7 --> 11.3232594 sigma out 1act.( 11.7506075 sig in 11act.) RANK 8 NODE 10 --> 11.3069153 sigma out 1act.( 12.7387991 sig in 11act.) RANK 9 NODE 8 --> 10.3266077 sigma out 1act.( 11.7137747 sig in 11act.) RANK 10 NODE 2 --> 9.74361229 sigma out 1act.( 10.9477396 sig in 11act.) RANK 11 NODE 11 --> 7.70744705 sigma out 1act.( 8.99171734 sig in 11act.) RANK 12 NODE 4 --> 7.22556114 sigma out 1act.( 8.64915943 sig in 11act.) RANK 13 NODE 14 --> 7.19121647 sigma out 1act.( 8.90648174 sig in 11act.) RANK 14 NODE 15 --> 2.94760847 sigma out 1act.( 4.11005163 sig in 11act.) RANK 15 NODE 6 --> 2.29062533 sigma out 1act.( 4.36456966 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 50.799572 sigma in 15 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.570677936 *** contribution from regularisation: 0.0029425961 *** contribution from error: -0.573620558 *********************************************** -----------------> Test sample Iteration No: 10 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -52670.7216 -0.236534476 -35.7310677 EXIT FROM BFGS code NEW_X -52670.7216 -0.236534476 -35.7310677 ENTER BFGS code NEW_X -52670.7216 -0.236534476 -35.7310677 EXIT FROM BFGS code FG_LNSRCH 0. -0.241421089 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.571181118 *** contribution from regularisation: 0.00314363628 *** contribution from error: -0.574324727 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52717.1622 -0.241421089 0.459997654 EXIT FROM BFGS code NEW_X -52717.1622 -0.241421089 0.459997654 ENTER BFGS code NEW_X -52717.1622 -0.241421089 0.459997654 EXIT FROM BFGS code FG_LNSRCH 0. -0.236866012 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.571489692 *** contribution from regularisation: 0.00300085056 *** contribution from error: -0.574490547 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52745.6415 -0.236866012 11.591486 EXIT FROM BFGS code NEW_X -52745.6415 -0.236866012 11.591486 ENTER BFGS code NEW_X -52745.6415 -0.236866012 11.591486 EXIT FROM BFGS code FG_LNSRCH 0. -0.220192343 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.571714461 *** contribution from regularisation: 0.0029691502 *** contribution from error: -0.574683607 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52766.3866 -0.220192343 17.8651428 EXIT FROM BFGS code NEW_X -52766.3866 -0.220192343 17.8651428 ENTER BFGS code NEW_X -52766.3866 -0.220192343 17.8651428 EXIT FROM BFGS code FG_LNSRCH 0. -0.186668724 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.5720011 *** contribution from regularisation: 0.00298346323 *** contribution from error: -0.57498455 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52792.8423 -0.186668724 24.0991802 EXIT FROM BFGS code NEW_X -52792.8423 -0.186668724 24.0991802 ENTER BFGS code NEW_X -52792.8423 -0.186668724 24.0991802 EXIT FROM BFGS code FG_LNSRCH 0. -0.122402199 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.572392881 *** contribution from regularisation: 0.00301718479 *** contribution from error: -0.575410068 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52829.0036 -0.122402199 0.372404546 EXIT FROM BFGS code NEW_X -52829.0036 -0.122402199 0.372404546 ENTER BFGS code NEW_X -52829.0036 -0.122402199 0.372404546 EXIT FROM BFGS code FG_LNSRCH 0. -0.0872749537 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.571936488 *** contribution from regularisation: 0.0031552359 *** contribution from error: -0.57509172 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52786.8775 -0.0872749537 43.9106636 EXIT FROM BFGS code FG_LNSRCH 0. -0.112692714 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.572204232 *** contribution from regularisation: 0.00338695617 *** contribution from error: -0.575591207 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52811.5875 -0.112692714 11.7950974 EXIT FROM BFGS code FG_LNSRCH 0. -0.121245973 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.572197139 *** contribution from regularisation: 0.00324322353 *** contribution from error: -0.575440347 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52810.9361 -0.121245973 1.48053265 EXIT FROM BFGS code FG_LNSRCH 0. -0.12237636 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.572195232 *** contribution from regularisation: 0.00321539515 *** contribution from error: -0.575410604 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52810.7612 -0.12237636 0.13043268 EXIT FROM BFGS code FG_LNSRCH 0. -0.122402184 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 41.625843 sigma out 15 active outputs RANK 2 NODE 2 --> 25.0394592 sigma out 15 active outputs RANK 3 NODE 1 --> 22.783041 sigma out 15 active outputs RANK 4 NODE 6 --> 19.003334 sigma out 15 active outputs RANK 5 NODE 7 --> 16.8126297 sigma out 15 active outputs RANK 6 NODE 10 --> 16.5844803 sigma out 15 active outputs RANK 7 NODE 9 --> 16.1250725 sigma out 15 active outputs RANK 8 NODE 4 --> 15.0728321 sigma out 15 active outputs RANK 9 NODE 5 --> 11.9030085 sigma out 15 active outputs RANK 10 NODE 3 --> 10.2916164 sigma out 15 active outputs RANK 11 NODE 11 --> 10.1483164 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 37.3999519 sigma in 11act. ( 30.5083275 sig out 1act.) RANK 2 NODE 12 --> 27.4226837 sigma in 11act. ( 21.7823772 sig out 1act.) RANK 3 NODE 9 --> 24.0656586 sigma in 11act. ( 21.4896297 sig out 1act.) RANK 4 NODE 13 --> 19.036232 sigma in 11act. ( 17.0110779 sig out 1act.) RANK 5 NODE 7 --> 17.4570103 sigma in 11act. ( 18.4088821 sig out 1act.) RANK 6 NODE 11 --> 17.2110519 sigma in 11act. ( 16.3703251 sig out 1act.) RANK 7 NODE 5 --> 15.123414 sigma in 11act. ( 12.8120966 sig out 1act.) RANK 8 NODE 8 --> 13.6929216 sigma in 11act. ( 12.5870495 sig out 1act.) RANK 9 NODE 10 --> 12.1952114 sigma in 11act. ( 10.9755468 sig out 1act.) RANK 10 NODE 1 --> 11.532239 sigma in 11act. ( 10.0961237 sig out 1act.) RANK 11 NODE 2 --> 8.98527718 sigma in 11act. ( 7.42136192 sig out 1act.) RANK 12 NODE 4 --> 8.61988831 sigma in 11act. ( 7.16503906 sig out 1act.) RANK 13 NODE 14 --> 6.51698732 sigma in 11act. ( 4.24675465 sig out 1act.) RANK 14 NODE 15 --> 5.30213976 sigma in 11act. ( 4.62378216 sig out 1act.) RANK 15 NODE 6 --> 4.3094635 sigma in 11act. ( 2.69926977 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 30.5083275 sigma out 1act.( 37.3999519 sig in 11act.) RANK 2 NODE 12 --> 21.7823772 sigma out 1act.( 27.4226837 sig in 11act.) RANK 3 NODE 9 --> 21.4896297 sigma out 1act.( 24.0656586 sig in 11act.) RANK 4 NODE 7 --> 18.4088821 sigma out 1act.( 17.4570103 sig in 11act.) RANK 5 NODE 13 --> 17.0110779 sigma out 1act.( 19.036232 sig in 11act.) RANK 6 NODE 11 --> 16.3703251 sigma out 1act.( 17.2110519 sig in 11act.) RANK 7 NODE 5 --> 12.8120966 sigma out 1act.( 15.123414 sig in 11act.) RANK 8 NODE 8 --> 12.5870495 sigma out 1act.( 13.6929216 sig in 11act.) RANK 9 NODE 10 --> 10.9755468 sigma out 1act.( 12.1952114 sig in 11act.) RANK 10 NODE 1 --> 10.0961237 sigma out 1act.( 11.532239 sig in 11act.) RANK 11 NODE 2 --> 7.42136192 sigma out 1act.( 8.98527718 sig in 11act.) RANK 12 NODE 4 --> 7.16503906 sigma out 1act.( 8.61988831 sig in 11act.) RANK 13 NODE 15 --> 4.62378216 sigma out 1act.( 5.30213976 sig in 11act.) RANK 14 NODE 14 --> 4.24675465 sigma out 1act.( 6.51698732 sig in 11act.) RANK 15 NODE 6 --> 2.69926977 sigma out 1act.( 4.3094635 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 58.833477 sigma in 15 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.572198868 *** contribution from regularisation: 0.00321125612 *** contribution from error: -0.575410128 *********************************************** -----------------> Test sample Iteration No: 20 ********************************************** ***** write out current network **** ***** to "rescue.nb" **** ********************************************** SAVING EXPERTISE TO rescue.nb ENTER BFGS code FG_LNSRCH -52811.0918 -0.122402184 0.0838755593 EXIT FROM BFGS code FG_LNSRCH 0. -0.122402199 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.572187424 *** contribution from regularisation: 0.00322269928 *** contribution from error: -0.575410128 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52810.0357 -0.122402199 0.0437340885 EXIT FROM BFGS code FG_LNSRCH 0. -0.122402199 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.57218653 *** contribution from regularisation: 0.00322359358 *** contribution from error: -0.575410128 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52809.9531 -0.122402199 0.0498683862 EXIT FROM BFGS code FG_LNSRCH 0. -0.122402199 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.572169483 *** contribution from regularisation: 0.00324062025 *** contribution from error: -0.575410128 *********************************************** -----------------> Test sample ENTER BFGS code FG_LNSRCH -52808.3816 -0.122402199 0.0223179795 EXIT FROM BFGS code NEW_X -52808.3816 -0.122402199 0.0223179795 ENTER BFGS code NEW_X -52808.3816 -0.122402199 0.0223179795 EXIT FROM BFGS code CONVERGENC -52808.3816 -0.122402199 0.0223179795 --------------------------------------------------- Iteration : 250 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 61.5725708 sigma out 15 active outputs RANK 2 NODE 2 --> 37.5602303 sigma out 15 active outputs RANK 3 NODE 1 --> 34.758709 sigma out 15 active outputs RANK 4 NODE 6 --> 28.4741478 sigma out 15 active outputs RANK 5 NODE 7 --> 26.0679722 sigma out 15 active outputs RANK 6 NODE 10 --> 24.5004482 sigma out 15 active outputs RANK 7 NODE 9 --> 23.6527481 sigma out 15 active outputs RANK 8 NODE 4 --> 23.3638172 sigma out 15 active outputs RANK 9 NODE 5 --> 17.9378548 sigma out 15 active outputs RANK 10 NODE 11 --> 15.2840757 sigma out 15 active outputs RANK 11 NODE 3 --> 15.2472086 sigma out 15 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 3 --> 56.5463066 sigma in 11act. ( 47.0994225 sig out 1act.) RANK 2 NODE 12 --> 41.2660561 sigma in 11act. ( 33.5416832 sig out 1act.) RANK 3 NODE 9 --> 36.3913002 sigma in 11act. ( 33.6349487 sig out 1act.) RANK 4 NODE 13 --> 28.3689251 sigma in 11act. ( 26.206068 sig out 1act.) RANK 5 NODE 7 --> 26.4420528 sigma in 11act. ( 28.7470284 sig out 1act.) RANK 6 NODE 11 --> 25.8451939 sigma in 11act. ( 25.5229626 sig out 1act.) RANK 7 NODE 5 --> 22.4881611 sigma in 11act. ( 19.9236889 sig out 1act.) RANK 8 NODE 8 --> 20.6120586 sigma in 11act. ( 19.6089859 sig out 1act.) RANK 9 NODE 10 --> 17.4469337 sigma in 11act. ( 16.9396858 sig out 1act.) RANK 10 NODE 1 --> 16.4005241 sigma in 11act. ( 15.2900848 sig out 1act.) RANK 11 NODE 4 --> 12.8082085 sigma in 11act. ( 11.0471058 sig out 1act.) RANK 12 NODE 2 --> 12.5802784 sigma in 11act. ( 11.5164785 sig out 1act.) RANK 13 NODE 14 --> 9.03392029 sigma in 11act. ( 6.50055218 sig out 1act.) RANK 14 NODE 15 --> 7.70668316 sigma in 11act. ( 7.02621269 sig out 1act.) RANK 15 NODE 6 --> 5.47343397 sigma in 11act. ( 4.11922598 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 47.0994225 sigma out 1act.( 56.5463066 sig in 11act.) RANK 2 NODE 9 --> 33.6349487 sigma out 1act.( 36.3913002 sig in 11act.) RANK 3 NODE 12 --> 33.5416832 sigma out 1act.( 41.2660561 sig in 11act.) RANK 4 NODE 7 --> 28.7470284 sigma out 1act.( 26.4420528 sig in 11act.) RANK 5 NODE 13 --> 26.206068 sigma out 1act.( 28.3689251 sig in 11act.) RANK 6 NODE 11 --> 25.5229626 sigma out 1act.( 25.8451939 sig in 11act.) RANK 7 NODE 5 --> 19.9236889 sigma out 1act.( 22.4881611 sig in 11act.) RANK 8 NODE 8 --> 19.6089859 sigma out 1act.( 20.6120586 sig in 11act.) RANK 9 NODE 10 --> 16.9396858 sigma out 1act.( 17.4469337 sig in 11act.) RANK 10 NODE 1 --> 15.2900848 sigma out 1act.( 16.4005241 sig in 11act.) RANK 11 NODE 2 --> 11.5164785 sigma out 1act.( 12.5802784 sig in 11act.) RANK 12 NODE 4 --> 11.0471058 sigma out 1act.( 12.8082085 sig in 11act.) RANK 13 NODE 15 --> 7.02621269 sigma out 1act.( 7.70668316 sig in 11act.) RANK 14 NODE 14 --> 6.50055218 sigma out 1act.( 9.03392029 sig in 11act.) RANK 15 NODE 6 --> 4.11922598 sigma out 1act.( 5.47343397 sig in 11act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 91.1303787 sigma in 15 active inputs *********************************************** *** Learn Path 250 *** loss function: -0.572200477 *** contribution from regularisation: 0.00320959813 *** contribution from error: -0.575410068 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE SAVING EXPERTISE TO expert.nb NB_AHISTOUT: storage space 27567 Closing output file done