Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 10 Number Output Nodes: 2 -I 12000 -E 1.0E-4 -S 1795026099 -H 10 -M 1.0E-4 Input Weights: 0.72597803682026 0.006458488348253022 -0.5023093336347386 -0.9504163287003402 0.23930745595629643 0.7235829009389654 -0.91156902583084 -0.003982895130873132 0.37148146621656175 -0.9201061918012001 age -0.8658040562986753 -0.7119071104103896 -0.21860951014203933 -0.5581812908860535 0.44280725801785437 -0.8683795533493999 -0.9437667963938459 0.09088469305654812 -0.48786108044212506 -0.8871912597798322 workclass=Private -0.24994582550251643 0.3049325877586426 -0.9407888580288088 0.6036650336646632 -0.536666192591619 0.0022531629650148766 -0.46795969153814965 -0.5372002036262673 0.8461421967677878 -0.7186408578616794 workclass=Self-emp-not-inc 0.743573787405519 -0.2805599894079034 0.1479499138229965 0.782686447870244 0.6528544344691645 0.11713045944105827 0.5330552471629075 -0.6229857655285058 0.8617799482755255 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0.6223324878857355 0.7811227453365459 0.7048953392364401 native-country=Poland -0.961525422633015 -0.7274796763086433 0.5391985390883267 -0.46799260810213394 -0.9681016574175887 -0.24691967052029562 -0.9631022203651554 0.2410378034009497 -0.7201587850058311 0.9197221374615323 native-country=Jamaica 0.8904740688194221 -0.5158594776570826 0.5555329104980753 0.8274213918835838 -0.8018277319111828 -0.22495185685840768 0.5707136188112623 -0.4606095586819545 0.5135225363492442 -0.49519007787543323 native-country=Vietnam -0.05010082789076176 0.9509920232288431 -0.985677194125818 -0.14757615482210928 0.17609865742719522 0.4660294972608541 -0.20592657812436554 0.22079112859668792 0.6565549324427116 -0.9500935341373586 native-country=Mexico -0.21672387963175677 0.7874826466336178 0.16733542926869904 -0.3645716970123518 -0.23446206292350813 -0.16780309374944746 0.32047055537047586 -0.62104008106143 -0.21821140571904252 0.0435414349058445 native-country=Portugal 0.33940715426653356 0.7347533566847471 -0.06680777213415645 -0.7698910205097971 0.652603830043464 0.12890958442101197 0.9283761642158579 -0.3532115086039085 0.7611348175900037 0.2382274481567883 native-country=Ireland -0.012127664131345917 0.13675835600182262 -0.7643489572473592 0.98330257417852 0.034022077729936484 -0.569199459805428 -0.12992560069934544 0.8371167744772623 0.6037881971342989 0.07724229306341579 native-country=France -0.9171994306339433 -0.8114299014294353 0.3361078523350547 -0.06275752629232989 -0.7648767619468977 -0.36563083992978673 0.040155888265891226 0.5777474201254633 -0.3426368715925019 -0.8456688088155511 native-country=Dominican-Republic -0.19027204025398659 0.04785107459758997 0.8408408511843166 -0.9107109327431262 -0.5004343431031892 -0.22269306235715547 0.5431954738102309 -0.8369268171490352 0.49405572519314433 0.13977564889060634 native-country=Laos 0.6506632624565947 -0.6487172253123366 -0.9883922047965938 0.3309066185912992 -0.20130775939388346 0.03158904991817413 0.15707149908617923 0.5008297453763608 -0.14673001757260318 0.0035305479680933782 native-country=Ecuador 0.5695501223491104 0.8516171176144931 0.8232308800340555 0.8566011605111936 -0.7662592721751658 -0.3649323087560401 0.6615599943731032 -0.016838775783273086 -0.006770150300749789 -0.11254305997980718 native-country=Taiwan -0.5674148817852702 0.0318240360465043 0.4033003026433608 0.6137096679878677 0.7127693723606336 0.9934957947301641 0.5030617794067824 0.31559894464357696 0.5050143806934186 0.3578546100104496 native-country=Haiti -0.4023279830537032 -0.6907129209032195 0.9410850910430721 0.7665650168996074 0.03887352466121796 0.9338693204359967 0.6833022314299371 -0.4708681034819333 -0.36388011456714975 -0.17225686945790786 native-country=Columbia -0.3780966558350516 -0.17950289732204516 0.12320599059038817 0.8793474280579503 0.032259073263364524 0.6932560522908264 0.43784936207986513 0.7242588553452947 0.7968770169064365 -0.7373284182614139 native-country=Hungary 0.3331173278607278 -0.3612367729500925 -0.9961519795624905 0.3017568882326265 -0.027437995906852475 0.25381229845631004 -0.5829300856079425 -0.813973933358699 -0.4842965108574637 -0.357288968325165 native-country=Guatemala 0.5393364035379096 0.686302324843213 -0.2781107991997578 0.4380288861897901 0.9641855817743508 -0.7714752763778756 0.597611699086595 -0.32860108216005735 -0.304954124030127 0.43861597170041833 native-country=Nicaragua -0.025366998789822404 -0.02557027900849751 0.25459692363291797 0.9507348133002196 0.7580745482493323 0.6204472333655731 0.6723559371981795 -0.9794223971559928 -0.09674727683436135 0.5322550185942123 native-country=Scotland -0.45575150147610066 0.5481062550374547 0.18643520048603812 -0.21022264242771005 0.35932706369246126 -0.4979005311681719 0.7964854925547251 0.34101318240950396 -0.7277576635875185 -0.28903051726684725 native-country=Thailand 0.4010365963185385 -0.013195229065611214 -0.3306407486502825 0.0961864307505007 -0.5632451434913175 -0.3173041214645811 -0.029394466691121002 0.714270040309765 0.2080660836785091 -0.95597463336043 native-country=Yugoslavia -0.940053675195254 0.6784331404697725 0.8134562898062851 0.9856038707374086 0.32184614742062023 0.5003875527996828 0.5352891139504812 -0.6719063256238362 0.7115895987984304 -0.44277404804875964 native-country=El-Salvador 0.7143698039466015 0.7189082604593542 0.7394265889874523 0.5259145925357187 0.8203770592027377 -0.8036175104534744 -0.355920327289615 0.30305119201979025 0.61683988903247 -0.41926119814569707 native-country=Trinadad&Tobago -0.2658633373940025 -0.7509873484064649 -0.6982055872205339 -0.5809206621419987 0.2680890362742374 -0.45569221352841893 0.48677563994242856 0.20077128033554903 0.5562320970263028 0.5187128957744165 native-country=Peru -0.6817732534104817 0.10085711365431282 0.6689229588965262 0.034574694783213955 0.7345396661566015 -0.9360649201079088 0.06562952932006016 -0.7656720203022571 0.22418749973630092 0.2528864581934611 native-country=Hong -0.9040164220484028 0.25108651135279736 0.013205224422864426 -0.7757084996092254 -0.5607126011364789 -0.8724289832317398 -0.21687430973717992 -0.030326519605220925 0.1295904446696372 -0.7070194419152491 native-country=Holand-Netherlands Hidden Weights: 0.925729927584644 -0.45345548604456853 -0.37339907446840015 -0.37401105601102613 0.7670593437283608 -0.097334093170099 -0.11625861657527325 -0.03743564175773528 0.7416474350336877 -0.8198998309785746 -0.33446726643067404 -0.11795459918988005 -0.0060620317453117245 0.5400165657702709 -0.27442857284504774 0.21961699121355105 0.03569955166125216 0.12492309319618577 0.1813297282862023 -0.38313108438293764 >50K <=50K Error sum for iteration 100 = 996.4892026448915 Error sum for iteration 200 = 1007.2580397931323 Error sum for iteration 300 = 1006.8451046726415 Error sum for iteration 400 = 1002.7739437175615 Error sum for iteration 500 = 1000.0921872204899 Error sum for iteration 600 = 999.0889652334431 Error sum for iteration 700 = 999.0459733322972 Error sum for iteration 800 = 999.419286989185 Error sum for iteration 900 = 999.9223730123992 Error sum for iteration 1000 = 1000.480178720015 Error sum for iteration 1100 = 1001.0876540609331 Error sum for iteration 1200 = 1001.765241126262 Error sum for iteration 1300 = 1002.5420653326338 Error sum for iteration 1400 = 1003.4241297871298 Error sum for iteration 1500 = 1004.4196369066715 Error sum for iteration 1600 = 1005.5311643764871 Error sum for iteration 1700 = 1006.7558564192607 Error sum for iteration 1800 = 1008.1062194138689 Error sum for iteration 1900 = 1009.5728299028357 Error sum for iteration 2000 = 1011.1392594887736 Error sum for iteration 2100 = 1012.7896322255007 Error sum for iteration 2200 = 1014.5188372614907 Error sum for iteration 2300 = 1016.3155802906343 Error sum for iteration 2400 = 1018.1679232299153 Error sum for iteration 2500 = 1020.067984034248 Error sum for iteration 2600 = 1022.0034135613613 Error sum for iteration 2700 = 1023.9629285767298 Error sum for iteration 2800 = 1025.9365537410142 Error sum for iteration 2900 = 1027.9157830774125 Error sum for iteration 3000 = 1029.8951429365263 Error sum for iteration 3100 = 1031.8718364585689 Error sum for iteration 3200 = 1033.8417180691479 Error sum for iteration 3300 = 1035.7996131005393 Error sum for iteration 3400 = 1037.7436222018337 Error sum for iteration 3500 = 1039.6692098473056 Error sum for iteration 3600 = 1041.5758474474405 Error sum for iteration 3700 = 1043.4596349657454 Error sum for iteration 3800 = 1045.3175135228068 Error sum for iteration 3900 = 1047.1469913953808 Error sum for iteration 4000 = 1048.9465916388792 Error sum for iteration 4100 = 1050.7167859941865 Error sum for iteration 4200 = 1052.4566869677485 Error sum for iteration 4300 = 1054.1670866658367 Error sum for iteration 4400 = 1055.8428599276892 Error sum for iteration 4500 = 1057.4838547590682 Error sum for iteration 4600 = 1059.0898097602806 Error sum for iteration 4700 = 1060.6594769068033 Error sum for iteration 4800 = 1062.1942519622373 Error sum for iteration 4900 = 1063.6934990648397 Error sum for iteration 5000 = 1065.157273201512 Error sum for iteration 5100 = 1066.586129537821 Error sum for iteration 5200 = 1067.9794649925893 Error sum for iteration 5300 = 1069.33678499718 Error sum for iteration 5400 = 1070.6582703231131 Error sum for iteration 5500 = 1071.9439731749524 Error sum for iteration 5600 = 1073.194400604831 Error sum for iteration 5700 = 1074.4095133424928 Error sum for iteration 5800 = 1075.5899592475728 Error sum for iteration 5900 = 1076.7364302495912 Error sum for iteration 6000 = 1077.84917374609 Error sum for iteration 6100 = 1078.9288162212788 Error sum for iteration 6200 = 1079.9751337239522 Error sum for iteration 6300 = 1080.9889661625703 Error sum for iteration 6400 = 1081.9704824693804 Error sum for iteration 6500 = 1082.9195361853833 Error sum for iteration 6600 = 1083.8377113229242 Error sum for iteration 6700 = 1084.72511841938 Error sum for iteration 6800 = 1085.5821213189818 Error sum for iteration 6900 = 1086.409028377497 Error sum for iteration 7000 = 1087.206818787657 Error sum for iteration 7100 = 1087.9762943753706 Error sum for iteration 7200 = 1088.7187580904972 Error sum for iteration 7300 = 1089.434398670349 Error sum for iteration 7400 = 1090.1238058272666 Error sum for iteration 7500 = 1090.7870983695625 Error sum for iteration 7600 = 1091.4250076290114 Error sum for iteration 7700 = 1092.0384412845465 Error sum for iteration 7800 = 1092.6281943946435 Error sum for iteration 7900 = 1093.194874895213 Error sum for iteration 8000 = 1093.7393664753283 Error sum for iteration 8100 = 1094.2621157034 Error sum for iteration 8200 = 1094.763731497377 Error sum for iteration 8300 = 1095.2451398941594 Error sum for iteration 8400 = 1095.7068397078826 Error sum for iteration 8500 = 1096.2575251781195 Error sum for iteration 8600 = 1096.9494760221253 Error sum for iteration 8700 = 1097.6222452230713 Error sum for iteration 8800 = 1098.2763936725805 Error sum for iteration 8900 = 1098.912657385842 Error sum for iteration 9000 = 1099.531404522971 Error sum for iteration 9100 = 1100.1330053789454 Error sum for iteration 9200 = 1100.7181216945728 Error sum for iteration 9300 = 1101.287827754045 Error sum for iteration 9400 = 1101.8427343918775 Error sum for iteration 9500 = 1102.383264043675 Error sum for iteration 9600 = 1102.9099019908049 Error sum for iteration 9700 = 1103.4229733510022 Error sum for iteration 9800 = 1103.9232140618167 Error sum for iteration 9900 = 1104.4111827208358 Error sum for iteration 10000 = 1104.8874231402876 Error sum for iteration 10100 = 1105.352159171864 Error sum for iteration 10200 = 1105.8057199606553 Error sum for iteration 10300 = 1106.2485506052556 Error sum for iteration 10400 = 1106.6810125249367 Error sum for iteration 10500 = 1107.1034385908006 Error sum for iteration 10600 = 1107.5160635382217 Error sum for iteration 10700 = 1107.9195025295064 Error sum for iteration 10800 = 1108.3139637662462 Error sum for iteration 10900 = 1108.7000003325395 Error sum for iteration 11000 = 1109.0779785494244 Error sum for iteration 11100 = 1109.448289715249 Error sum for iteration 11200 = 1109.8109933198114 Error sum for iteration 11300 = 1110.1667598446923 Error sum for iteration 11400 = 1110.516114489429 Error sum for iteration 11500 = 1110.8591153984805 Error sum for iteration 11600 = 1111.1959775785147 Error sum for iteration 11700 = 1111.527109726682 Error sum for iteration 11800 = 1111.8528041671143 Error sum for iteration 11900 = 1112.17315167575 Error sum for iteration 12000 = 1112.4885945987646 Options: -I 12000 -H 10 -E 0.0001 -M 0.0001 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 10 Number Output Nodes: 2 -I 12000 -E 1.0E-4 -S 1795026099 -H 10 -M 1.0E-4 Input Weights: 1.0661497353324336 -0.3864977503098527 -0.46088658031893065 -1.107386060182952 0.46965455532637673 0.6642409398759592 -1.4349010522803762 -0.10141579192694923 0.42106755452575273 -0.912275640119674 age -0.7670221575264823 -0.6120278291974706 -0.44125049961634505 -0.6862229362325667 0.2901050782114337 -0.832533861716891 0.1333383729470517 0.15771128957894204 -0.4565985043209169 -0.888228691111338 workclass=Private -0.5109801421975424 0.34340267642567734 -0.9927894042098674 0.5900766689186866 -0.6284099687282763 0.012721449896037955 -0.8485682032326431 -0.5677897890994619 0.8364025705709841 -0.7183267284354545 workclass=Self-emp-not-inc 0.5178023963379846 -0.29324741044761904 0.15276894502351246 0.7649035501199167 0.7303822961522474 0.11999261315975707 0.2976043395387302 -0.6652207918173814 0.8757949334065365 -0.6873788552389972 workclass=Self-emp-inc 0.5349952765006436 -0.1105833258429789 0.8270215258276844 0.6949621892075377 0.062380479693400465 -0.3446411812768212 -0.46944442795142793 0.6074428419838991 0.0142380698244668 0.51573407263917 workclass=Federal-gov -0.21257479327208273 0.7951027671926761 0.42619745061978836 0.19010820531036357 0.4434794311582077 0.1775749248000242 0.6170391031894084 -0.6860975848331488 -0.6108095483209793 -0.28347633400275096 workclass=Local-gov -0.1207081716225596 0.31245056788056386 0.3606824057305306 -0.5602904081846818 -0.44469224203931534 -0.5715730290557564 0.14073107947425056 0.44492554363352543 -0.3453254239219871 0.49163616459392145 workclass=State-gov -0.7208910142666733 0.38575892780171933 -0.8533294117289365 0.05493048506549962 -0.686525404258497 0.9419140190911803 -0.4341193265073733 -0.19727464953391602 0.28732788820608096 -0.15004058425181818 workclass=Without-pay 0.5737404395811424 0.22116352611111015 -0.7201176448251382 0.40360100646237607 0.7437905677569688 -0.951160118576437 0.7781814391564188 -0.0869896939243551 -0.3192630876956264 0.8514528736571076 workclass=Never-worked -0.3457186317526944 0.25654782688728434 0.20745081811070132 0.6677237635903317 0.8639159130003152 0.15971687633163995 -0.6484351132393298 0.19111288947264507 0.10957477779365389 -0.23822195165880608 fnlwgt -0.2063599401771909 -0.30501385792749064 -0.1962909161838077 0.5781129078535568 0.2179881233558891 -0.82353425414174 0.49498654640705203 -0.3893933365069287 0.35677012936505237 0.23202187235715283 education=Bachelors -0.7939782417327841 0.5367461894880738 0.3796055636890422 -0.9944996743764458 0.9448192142831989 0.3799544422400873 0.46385475524025194 -0.20599960819350374 -0.7148505644009975 -0.6454238340629248 education=Some-college -0.31890665924876804 -0.8651569921405097 -0.8846298418936424 0.2849685906061563 -0.9473138555060283 0.6231407311165352 -0.43364407206201633 0.753695183908021 0.020314806869016634 0.4406784515488113 education=11th -0.2140780965577816 -0.07235082423080279 -0.37250482923235745 -0.5504747928511443 0.1780622649451524 0.21803071236682894 0.5365362535563456 0.13780276205783598 -0.7393915750706153 -0.07925627419995968 education=HS-grad 1.0294030012285857 -0.3226693295736057 0.7519330985145418 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2.8272146062634564 -2.8242548014744906 -1.5471955252761345 1.5355769327470072 0.49646583941869776 -0.4751240074356623 -0.5451661853336155 0.5384553943338412 1.3764791543941555 -1.3943281482894652 -0.8964399564799908 0.9162569113397925 -1.1650345539299845 1.199092468173507 -0.4668274240302765 0.44335482767579476 -0.057267600751768094 0.07835462541324939 0.1771968383733325 -0.35171034320917677 >50K <=50K === Error on training data === Correctly Classified Instances 4217 84.0877 % Incorrectly Classified Instances 798 15.9123 % Mean absolute error 0.272 Root mean squared error 0.3382 Relative absolute error 73.6646 % Root relative squared error 78.7083 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 709 516 | a = >50K 282 3508 | b = <=50K === Error on test data === Correctly Classified Instances 13579 83.404 % Incorrectly Classified Instances 2702 16.596 % Mean absolute error 0.2761 Root mean squared error 0.3435 Relative absolute error 75.6175 % Root relative squared error 80.8518 % Total Number of Instances 16281 === Confusion Matrix === a b <-- classified as 2167 1679 | a = >50K 1023 11412 | b = <=50K