Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 10 Number Output Nodes: 2 -I 6000 -E 0.0112 -S 1784404359 -H 10 -M 0.0445 Input Weights: 0.7119545393473143 0.8148956544740418 0.25594117691052976 0.6965862340709867 0.9558500741677769 -8.425741183142321E-4 0.6180257894467625 0.3806013478726469 -0.4991472823733092 -0.18589099553364075 age 0.7760207273199153 0.5120511628533924 -0.5709759657062581 0.2878774516835232 0.7554618632046841 -0.19009202620068022 0.018320592544003977 -0.9075862706862514 -0.6619101693350391 0.729110160547114 workclass=Private -0.9055978108565359 0.8809124086827922 0.794658825397049 -0.946280677977239 0.27229853863416364 0.022052716673733652 -0.5808822484343588 -0.5636588041658075 -0.9298963069114108 -0.9264289816255769 workclass=Self-emp-not-inc 0.9169472700350756 0.9826953812977512 0.8055463531177374 -0.39133010204437 0.22087685173870564 -0.6562546738340191 -0.8802293990719725 -0.2123058956373982 0.30149488946205505 -0.04724319556331125 workclass=Self-emp-inc 0.4767588273754213 -0.19934132044133124 -0.9062252293206796 -0.8482715898005808 -0.14473672169470708 -0.5723640283755889 -0.7731652177423778 0.7832638831047689 -0.9821160142440577 -0.5859941071358221 workclass=Federal-gov -0.30282302685671114 -0.02504038261319952 -0.5850346197864731 -0.02278072938268827 0.3420220699870309 0.15694477219774772 -0.24714584512566207 0.7647150516432888 0.8165197890622111 0.27724064576749874 workclass=Local-gov 0.9542057351057414 -0.8927937657291287 -0.4575216586744564 0.9411893561496072 -0.1040678698731925 0.7415735720353076 -0.8534057088590017 -0.20588335510604217 0.6750541238821102 -0.572681194840289 workclass=State-gov 0.5912398969312782 -0.7975417144751293 0.9299603059154262 -0.8241516180742097 -0.8477429444438438 0.9534023004015029 0.43521997355930697 -0.91435967782893 0.7264903616747016 0.7542036474180347 workclass=Without-pay -0.6972690458310498 -0.5274839434409895 -0.12930432287924365 0.9086112273330775 0.8257470766470982 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0.9592486066779582 -0.3124927674371001 native-country=Ecuador -0.10689150276791581 0.5989569802086985 0.48081224057089966 -0.33123502528365867 0.10503464779627403 0.41167197784849163 0.49778765541646197 -0.33288050705358563 -0.7483020979446555 -0.1798736851438527 native-country=Taiwan -0.738952737263147 -0.5863110218613954 0.9486434717754479 -0.42677289111859373 0.006081426361820519 -0.6162418499634386 0.3236450237508772 0.9295392274935372 0.023634968696673475 0.5514715419438874 native-country=Haiti 0.9345422028421606 -0.45904597008483017 0.7543678157756089 -0.44910696467412414 0.48724278265928445 -0.42428074966701557 0.6149646455178015 -0.49802133149200656 -0.42853042771615635 0.2548572241913767 native-country=Columbia -0.8256687674707079 -0.4708038425126888 0.09501673604668115 -0.39136416003018715 0.7047125644874424 0.48112070647909366 0.7225527597000143 -0.8840257345218909 0.020423643159620974 -0.32540702457679194 native-country=Hungary 0.6445390766451693 -0.06090540610608519 0.29874426565505696 0.09144119124044048 0.32390608065091975 -0.9042912138130068 -0.12105777334009038 -0.17805552327313445 -0.3300296114285206 -0.9629899452922748 native-country=Guatemala -0.38311953295323775 0.1849588165376923 0.1300832124814275 0.28449575228229596 -0.1429879927373574 0.8246397197990989 0.5510366753418483 -0.36648891301677367 -0.9591121345807485 -0.4037817763466869 native-country=Nicaragua 0.4169893940054952 0.2188371228571555 0.028922051883578437 0.44366331176279816 -0.38635336627110006 -0.39671134187286294 -0.44970267122719565 0.3051610586083624 -0.7947397360115087 0.24927531806781178 native-country=Scotland 0.26637647836190115 -0.5388860725788676 -0.025626811414095174 -0.33311403577361287 0.4342159791213893 0.8003019410041359 -0.7247826534014066 -0.3692883857907263 0.9926779260864735 -0.943093986954062 native-country=Thailand -0.6032144519985982 -0.16888644283096066 0.6703214332551652 -0.06574806129985022 -0.16708837528641163 -0.8309051205344204 -0.16722270124333027 0.8350854796208063 -0.7500082762677558 -0.9214152763215666 native-country=Yugoslavia -0.41800654162440476 -0.8868337500769445 0.5482464589642639 0.8926063696372484 -0.6060921760761886 -0.10061258249459293 0.7913693376100106 0.5090332635998474 0.8201369595302344 -0.6839139442737889 native-country=El-Salvador -0.46133440302712647 -0.15932089959868323 -0.4883914817705659 0.3737331759949576 -0.24902204277317375 0.6843035844911747 -0.8633853649489609 -0.0590245286869544 -0.5706388588260443 0.4750565336496151 native-country=Trinadad&Tobago -0.39330319361345656 0.5615249444639498 0.5307382424944092 0.1695831151437983 -0.28212509500027116 0.09500451015913725 -0.8377094386431534 0.6477418561992583 0.9790384339224845 0.4402042976194067 native-country=Peru 0.002844447208971035 -0.510324987469734 0.03817931604662217 -0.1898064986295036 -0.33684574074035134 -0.8238655382262214 0.2576191118595559 0.22316464178558193 -0.5444514212510814 -0.10823027301933807 native-country=Hong 0.08011714111019974 -0.49866584498505784 0.6406986203807619 -0.3737413573511632 -0.5697694280522132 -0.4368776715962537 -0.12528923687220606 0.6356808158998271 -0.8789983399646926 -0.6789041983108406 native-country=Holand-Netherlands Hidden Weights: -0.6945865264887354 -0.7245894522551646 -0.7816684281544555 -0.3899931527049556 0.2827460304189955 0.4152765044135347 -0.9186257912175437 0.9276472787229118 -0.37863667603537743 -0.1296784323530913 -0.8379813810559453 -0.6072291740300269 0.6399178693157777 -0.05718646788333048 0.6847518040008156 0.14021861779574896 -0.615919002992938 -0.511002785150307 0.5805943255809038 0.3768283889739892 >50K <=50K Error sum for iteration 100 = 1109.3259289133837 Error sum for iteration 200 = 1124.401236732761 Error sum for iteration 300 = 1154.197725339186 Error sum for iteration 400 = 1206.653323647408 Error sum for iteration 500 = 1262.8042155351425 Error sum for iteration 600 = 1310.465169086417 Error sum for iteration 700 = 1347.739886972197 Error sum for iteration 800 = 1378.0111828595927 Error sum for iteration 900 = 1404.0065085677097 Error sum for iteration 1000 = 1426.4963528305943 Error sum for iteration 1100 = 1445.8935351781486 Error sum for iteration 1200 = 1463.1064852516645 Error sum for iteration 1300 = 1479.3217589616763 Error sum for iteration 1400 = 1495.4046923273527 Error sum for iteration 1500 = 1511.2647717213915 Error sum for iteration 1600 = 1526.8051702067016 Error sum for iteration 1700 = 1542.035916579378 Error sum for iteration 1800 = 1555.6541078577684 Error sum for iteration 1900 = 1565.9898117098476 Error sum for iteration 2000 = 1572.4748524981567 Error sum for iteration 2100 = 1575.7690258958305 Error sum for iteration 2200 = 1576.2793982482208 Error sum for iteration 2300 = 1574.2187809258164 Error sum for iteration 2400 = 1569.8336113360956 Error sum for iteration 2500 = 1563.3928839584535 Error sum for iteration 2600 = 1555.1967498068045 Error sum for iteration 2700 = 1545.4428378921405 Error sum for iteration 2800 = 1534.404308455793 Error sum for iteration 2900 = 1522.4637334025583 Error sum for iteration 3000 = 1509.934689457874 Error sum for iteration 3100 = 1497.3173160941105 Error sum for iteration 3200 = 1484.8491479240238 Error sum for iteration 3300 = 1472.5984194075515 Error sum for iteration 3400 = 1460.6170160473698 Error sum for iteration 3500 = 1448.978065642839 Error sum for iteration 3600 = 1437.7288723178265 Error sum for iteration 3700 = 1426.8215535245038 Error sum for iteration 3800 = 1416.2986398885957 Error sum for iteration 3900 = 1406.1199032546915 Error sum for iteration 4000 = 1396.290397129038 Error sum for iteration 4100 = 1386.7262397695383 Error sum for iteration 4200 = 1377.3832369722618 Error sum for iteration 4300 = 1368.2388044658965 Error sum for iteration 4400 = 1359.2421564027657 Error sum for iteration 4500 = 1350.3980973013681 Error sum for iteration 4600 = 1341.7102280838944 Error sum for iteration 4700 = 1333.2151033610878 Error sum for iteration 4800 = 1324.9136795476193 Error sum for iteration 4900 = 1316.8192043505526 Error sum for iteration 5000 = 1308.9581676257399 Error sum for iteration 5100 = 1301.3058945503 Error sum for iteration 5200 = 1293.886561969429 Error sum for iteration 5300 = 1286.7212313702712 Error sum for iteration 5400 = 1279.763663982357 Error sum for iteration 5500 = 1273.0183744506264 Error sum for iteration 5600 = 1266.5030100967722 Error sum for iteration 5700 = 1260.2205232205017 Error sum for iteration 5800 = 1254.148697859946 Error sum for iteration 5900 = 1248.2814042122945 Error sum for iteration 6000 = 1242.6159245801996 Options: -I 6000 -H 10 -E 0.0112 -M 0.0445 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 10 Number Output Nodes: 2 -I 6000 -E 0.0112 -S 1784404359 -H 10 -M 0.0445 Input Weights: -5.832160329512904 4.643985889750884 -2.1720053091759657 -0.42553973429971387 2.133206521872791 4.699320344975303 5.707589331175802 -1.7688576374998772 -3.14151846845721 3.1955281658290566 age 5.390425992570471 1.432985346218877 -0.18381490577771467 1.0138983351175959 0.3414498805049698 0.01908231575276228 -0.8817327687828725 0.30397123328153536 1.5414835104451368 -2.611642511497017 workclass=Private -2.9337879969588108 2.5858166808144483 1.7408878969068864 -0.6384942558088731 -0.3230770468454023 -0.06696278589056179 -0.6229252401272486 0.46592225229025025 -1.3928918039600586 -3.47177373062077 workclass=Self-emp-not-inc -1.698351715608649 0.24185550353359064 0.5652907966498982 -0.23718186127671217 -0.7032032853787495 -0.9063774090111936 -1.0002355192066155 1.9567569339346467 0.20043427702436695 1.0042664551320464 workclass=Self-emp-inc -0.9611073754926459 0.6171929224333622 -1.1687744800635542 -1.7276397066118596 -2.706135965881094 -5.023571793318288 3.7651033741755575 -1.19025491886806 0.5437495057996469 2.8556725262345646 workclass=Federal-gov 1.7573101805281388 0.5985267390897516 -0.9459696612747354 1.3625031775340772 3.964122416527531 2.0029549333549155 -2.5680406132903535 0.46852727132750493 -2.420198598333058 1.3285696719963629 workclass=Local-gov -0.5993360122084581 -4.782550808588203 0.24930693073881957 -0.13102797216552986 -0.498236095711701 3.670253620490876 -2.073819238030964 -4.348169399911636 0.13968928013734366 -2.0042940069374158 workclass=State-gov 0.5482484340441826 -0.8409514575427811 1.018958080528528 -0.7701660366433996 -0.8818421867023287 0.9408805491334293 0.510259910383671 -1.0544575587069347 0.6414451676076598 0.6052739711732393 workclass=Without-pay -0.7641590533096225 -0.5680217330155067 -0.04493921309476285 0.9536538666392013 0.7390114719110253 0.8726455465173727 0.3188491960395695 -1.0381490070815371 0.059115906569740334 -0.44352099501286857 workclass=Never-worked 3.273864757920992 -2.130902469464963 -6.68329819130854 -1.6721545108897764 -1.9120469968198157 1.06408678445782 3.3588460334059174 0.9713905472066987 -3.4908743323187523 -1.2487822846237322 fnlwgt -0.24004460437830388 1.1934756765872245 -3.7649682865446374 -0.1276059687736637 -0.1925020113461759 -4.0998284650253565 1.917897821564872 2.0691836533296613 3.91738781653568 -3.5932031378252596 education=Bachelors -0.28380280400878566 -1.0592474478256488 1.6341946628784825 1.6557173375577625 -1.6280609404375548 2.297887295993972 -0.08856752528194234 -0.6729912702224067 -1.3506742288823161 -0.2375371797614592 education=Some-college 4.776951155897887 1.4027679780818105 0.7344015663965175 2.223117648986524 -2.2791425750898666 0.9501803065750973 2.4234280968879838 -1.2495127091003542 3.6182095093116775 -0.43044204093113997 education=11th 0.5301895429393082 2.1942002798239315 0.4511727115399481 -1.6178425319843492 4.155655477154903 0.604443497934045 0.17334178999884867 -3.5746497375039192 1.0663534314670415 1.1402937348900264 education=HS-grad -2.087784212359783 2.672140906062401 5.579964438938501 -0.9534788258147152 -3.116627680297065 -4.737002603647098 -0.2555547705455125 -0.6708816953067503 0.38293123221115327 0.7367722526877725 education=Prof-school -1.7381776328331153 -1.8728260247862238 1.9373066049046037 -0.15754357201836677 -1.0408815686854542 0.4499811453622879 1.5848745403553361 1.140285630160536 1.507617302843856 2.122155700710108 education=Assoc-acdm 0.6615437236733487 -0.5945520637583532 -0.9491445714076053 -1.3974718670780897 -1.3411224703474456 -1.3054567754279345 0.7452892898081875 1.200182189578713 -0.7210749084141876 -2.4942364013652356 education=Assoc-voc -2.699187721163946 -2.7699480402551724 -0.11659189540299664 0.6531513515788004 0.28307597007965807 3.359604085643941 0.16818846190514974 -0.9504205798581381 -0.003727845590947866 -0.8765204891956934 education=9th -2.4229340994228803 4.6559816420315645 1.2772800095735724 1.0387691875481375 0.40766906415106785 -1.2040491700493925 0.5160751864621503 -0.8875597533470363 -2.0647625467156296 -0.9346161512062628 education=7th-8th 3.587222735417012 -2.614545308193929 0.07087626702130152 -1.2808467780639934 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native-country=Scotland 0.3428193672140332 -0.09114348803316068 0.8478959724210914 0.5362460757014386 1.5927241130889636 0.6807403418775516 -0.7057310013886985 -0.559124534906008 0.5291527433696492 -1.4447609999473638 native-country=Thailand -0.5958079102664028 -0.35397910068151056 1.2813334322065468 0.18115326415436436 0.2644787805273083 -1.2015086692767782 0.08363357826369194 0.7511158841874608 -1.0918741866010153 -1.3614928429697806 native-country=Yugoslavia 0.6608709118136011 -1.9867433911508663 -0.9012267424972115 0.2973805326516621 -3.1684735738910685 -0.8374495122814655 1.2521106553161425 0.4003682919679984 2.2955976923367323 -0.0065210720039996055 native-country=El-Salvador -0.17474621161111506 -0.283591927660079 0.07956055436983756 0.6329548382687477 0.056849808499089986 0.3896786258093556 -0.8484058911127885 -0.20197917033317173 -0.7018481695251132 -0.1482518501853514 native-country=Trinadad&Tobago -1.3883944287535572 1.388036787107594 0.2647102243324031 2.0745114650591705 1.4788077036507632 -1.1550350239076268 -1.4394190094201245 0.8510016042291361 0.21498701230475556 1.1650011217514673 native-country=Peru -0.02574308875961936 -0.5301021097195573 0.16434190028534157 -0.122306190170962 -0.39116589969354393 -0.8004883871881084 0.22212568502921642 0.09745160047506336 -0.6137164733682512 -0.2408555290687829 native-country=Hong 0.013227133631686672 -0.5392036345596024 0.7250637301650235 -0.32869871804512113 -0.6565050327882861 -0.4248112184220133 -0.12462938632202197 0.49288820803447686 -0.9251266956230368 -0.8070465049165109 native-country=Holand-Netherlands Hidden Weights: -6.729518940044716 6.729518940069391 5.2272280828960636 -5.227228082909607 -4.306576967502636 4.306576967514099 -5.464079761713953 5.464079761733152 -4.8999323548251414 4.8999323548393 4.424232501973984 -4.424232501987481 -5.372318644560346 5.372318644577816 -3.150552658322081 3.150552658332563 3.963354210042562 -3.9633542100537955 3.6329334666217283 -3.6329334666315907 >50K <=50K === Error on training data === Correctly Classified Instances 4509 89.9103 % Incorrectly Classified Instances 506 10.0897 % Mean absolute error 0.1865 Root mean squared error 0.2764 Relative absolute error 50.5048 % Root relative squared error 64.3208 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 951 274 | a = >50K 232 3558 | b = <=50K === Error on test data === Correctly Classified Instances 13149 80.7629 % Incorrectly Classified Instances 3132 19.2371 % Mean absolute error 0.2468 Root mean squared error 0.3679 Relative absolute error 67.5965 % Root relative squared error 86.5891 % Total Number of Instances 16281 === Confusion Matrix === a b <-- classified as 2233 1613 | a = >50K 1519 10916 | b = <=50K