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Intro ] test1 ] test10 ]
test11 ] test12 ] test13 ]
test14 ] test15 ] test16 ]
[ test17 ] test18 ] test19 ]
test2 ] test20 ] test3 ]
test4 ] test5 ] test6 ]
test7 ] test8 ] test9 ]
[  ]

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Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
	-I	500
	-E	0.1
	-S	114390864
	-H	2
	-M	0.1
Input Weights:
	-0.39980357743281947	-0.6485463733510795
	0.7420163813250802	0.2271384970463488
	-0.5381776455320741	-0.11268970428855174
	0.3387193998979494	-0.1872481780052806
	-0.37717930827823754	0.1504331715523599
	0.5267479831549327	0.09043670327965048
	0.08418229358719587	0.4638311182597983
	-0.7454272882944715	-0.8862116907299507
	-0.9674690276295956	0.4292742069195641
	-0.2244405103794933	0.012618018758817628
	0.8255885280582691	0.41487860169555213
	-0.7416849722922767	0.004569926929770984
	-0.12951958167995126	0.14926216644965873
	0.606928450586693	0.9686614675609708
	0.9393202326965211	0.35177765621216306
	-6.259522774416659E-4	-0.8955199821905606
	0.12887283647952774	-0.4792200051283422
	0.3439354987695282	-0.6932664265460475
	-0.4669566918195234	-0.9117426194918796
	-0.10198488230952973	-0.516629163529154
	-0.1614543026666435	0.537653089085145
	0.13055213168507285	0.2791365443612881
	-0.6007921330449992	-0.2257235839808578
	-0.928304030564904	0.5215383385253627
	-0.8394617992153766	-0.8699429148875948
	-0.9916820941912117	-0.48715076279425107
	0.20474590463433495	0.5659833719360856
	-0.32790194217491675	-0.7762151958412253
	0.12245130521947578	0.6895887630073902
	-0.15724857820075777	0.019452372685085706
	-0.8103329213161388	0.5082641719084438
	0.46065506854183913	-0.8725986765448499
	-0.9201382520830061	-0.1373193495018148
	-0.5873339644930642	-0.6538151075153618
	0.05735258495235551	0.29265779604551145
	0.7179759560274537	0.03960497472369595
	-0.8899956120512282	-0.16138448747673362
	0.08688941610186918	-0.8406712184376541
	0.9600502633716703	-0.27275093763281344
	-0.9623613093664687	0.6231676740565366
	0.35938981772609524	0.8759767288521705
	0.8117155323842222	-0.07192448353730274
	0.39127800861733975	-0.8835247923113341
	-0.8025909058913483	0.31967877086792584
	-0.13102142332695244	0.5164477907287337
	0.6187439406452211	0.44147817591916083
	-0.60745525326819	0.2976117016178119
	0.13101731939610106	-0.7419157615800807
	0.5899849599804974	0.8274532304858486
	0.5365906308075818	-0.35695216523453244
	-0.2349979676857057	0.817030647598513
	0.04120140276451156	0.6418507904296538
	0.18033806907460437	-0.9047900561797029
	-0.34871733815381933	0.7070051065233078
	0.9473417426453994	-0.34684723141488205
	-0.10019207984539968	-0.35869591315010685
	-0.26372091977808143	-0.3426624136857128
	0.10897612772786891	0.4071517464903849
	0.8794597329007676	-0.9956571380995975
	0.9733151149939387	0.03839537411875593
	0.8655291045672497	0.019253682591674703
	0.0909664129306027	0.643779082207117
	0.5171065444165805	-0.04117403350343207
	0.5922243028168277	0.7793525697734276
	0.44791259576820686	0.04115795716608894
	-0.7852134569583187	-0.5040155894004317
	-0.30404837263012774	0.3500305646586115
	0.1503418687241762	-0.8136243892425519
	0.05627644778551444	0.8124878427152056
	-0.5734816100424998	0.3562189503343416
	-0.2358116818522884	0.7745922138717323
	-0.724946805669529	-0.13726111140808794
	-0.6750026756650442	-0.15169384576522282
	0.2482696321852249	-0.4191560326267083
	-0.18898785058555445	-0.3884203207997148
	0.2522677156857709	0.2963667166996451
	-0.4446780043905625	-0.5528412784095198
	0.23109649006393385	-0.34507446019941046
	0.4140065333880918	-0.06966590584653609
	-0.8802075169559929	-0.17484934205976432
	-0.4637594032225738	-0.5574804660007397
	0.6374821084716713	0.12145056151447053
	-0.3883263550113263	0.41063881595649065
	0.36046941162360513	-0.02701877308599676
	-0.06345653511211058	0.16001764786552375
	0.7388066978708328	0.46460060941196013
	0.2780517889161518	0.822767005881953
	0.8314901909747394	-0.8013310845356747
	-0.3118322349205014	0.16021901918232295
	0.6620750527038546	-0.23632733122938898
	0.23456300770248162	0.22628069904552106
	-0.5411199143633354	-0.17936670634541652
	-0.46710947057246255	0.30181426512811327
	-0.5435052520128587	-0.751310473911659
	0.2799380837098926	0.8452849528794988
	0.3062208598916336	-0.7115587189022745
	0.34388108882965174	0.8026415968595546
	0.9743259884052491	-0.10930472492354104
	0.8522693936367458	0.5641666950300308
	-0.10573921543560116	0.0679799027331407
	0.9605755438465502	-0.6939478588309251
	0.27175332880258485	-0.15081519323481674
	-0.7420551874938479	0.16167838492261466
	-0.8968628825452132	0.1902505282335487
Hidden Weights:
	0.5343559495672567	-0.02393147896858716
	0.3104194956646986	-0.23744762040944467


Options: -E 0.1 -M 0.1 -I 500 

Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
	-I	500
	-E	0.1
	-S	114390864
	-H	2
	-M	0.1
Input Weights:
	-0.11054124080145114	-0.6485463733510795
	0.7500514462315072	0.2271384970463488
	-0.5381776455320741	-0.11268970428855174
	0.3387193998979494	-0.1872481780052806
	-0.37717930827823754	0.1504331715523599
	0.5267479831549327	0.09043670327965048
	0.08418229358719587	0.4638311182597983
	-0.7454272882944715	-0.8862116907299507
	-0.9674690276295956	0.4292742069195641
	238.4330573403123	0.012618018758817628
	0.8255885280582691	0.41487860169555213
	-0.7416849722922767	0.004569926929770984
	-0.12951958167995126	0.14926216644965873
	0.61496351549312	0.9686614675609708
	0.9393202326965211	0.35177765621216306
	-6.259522774416659E-4	-0.8955199821905606
	0.12887283647952774	-0.4792200051283422
	0.3439354987695282	-0.6932664265460475
	-0.4669566918195234	-0.9117426194918796
	-0.10198488230952973	-0.516629163529154
	-0.1614543026666435	0.537653089085145
	0.13055213168507285	0.2791365443612881
	-0.6007921330449992	-0.2257235839808578
	-0.928304030564904	0.5215383385253627
	-0.8394617992153766	-0.8699429148875948
	-0.9916820941912117	-0.48715076279425107
	0.27706148879217696	0.5659833719360856
	-0.3198668772684899	-0.7762151958412253
	0.12245130521947578	0.6895887630073902
	-0.15724857820075777	0.019452372685085706
	-0.8103329213161388	0.5082641719084438
	0.46065506854183913	-0.8725986765448499
	-0.9201382520830061	-0.1373193495018148
	-0.5873339644930642	-0.6538151075153618
	0.05735258495235551	0.29265779604551145
	0.7179759560274537	0.03960497472369595
	-0.8899956120512282	-0.16138448747673362
	0.09492448100829609	-0.8406712184376541
	0.9600502633716703	-0.27275093763281344
	-0.9623613093664687	0.6231676740565366
	0.35938981772609524	0.8759767288521705
	0.8117155323842222	-0.07192448353730274
	0.39127800861733975	-0.8835247923113341
	-0.8025909058913483	0.31967877086792584
	-0.13102142332695244	0.5164477907287337
	0.6187439406452211	0.44147817591916083
	-0.60745525326819	0.2976117016178119
	0.13101731939610106	-0.7419157615800807
	0.5899849599804974	0.8274532304858486
	0.5365906308075818	-0.35695216523453244
	-0.2269629027792788	0.817030647598513
	0.04120140276451156	0.6418507904296538
	0.18033806907460437	-0.9047900561797029
	-0.34871733815381933	0.7070051065233078
	0.9553768075518264	-0.34684723141488205
	-0.10019207984539968	-0.35869591315010685
	-0.26372091977808143	-0.3426624136857128
	0.10897612772786891	0.4071517464903849
	0.8794597329007676	-0.9956571380995975
	0.9813501799003658	0.03839537411875593
	62.63910810517725	0.019253682591674703
	0.0909664129306027	0.643779082207117
	0.8385091406736565	-0.04117403350343207
	0.6002593677232547	0.7793525697734276
	0.44791259576820686	0.04115795716608894
	-0.7852134569583187	-0.5040155894004317
	-0.30404837263012774	0.3500305646586115
	0.1503418687241762	-0.8136243892425519
	0.05627644778551444	0.8124878427152056
	-0.5734816100424998	0.3562189503343416
	-0.2358116818522884	0.7745922138717323
	-0.724946805669529	-0.13726111140808794
	-0.6750026756650442	-0.15169384576522282
	0.2482696321852249	-0.4191560326267083
	-0.18898785058555445	-0.3884203207997148
	0.2522677156857709	0.2963667166996451
	-0.4446780043905625	-0.5528412784095198
	0.23109649006393385	-0.34507446019941046
	0.4140065333880918	-0.06966590584653609
	-0.8802075169559929	-0.17484934205976432
	-0.4637594032225738	-0.5574804660007397
	0.6374821084716713	0.12145056151447053
	-0.3883263550113263	0.41063881595649065
	0.36046941162360513	-0.02701877308599676
	-0.06345653511211058	0.16001764786552375
	0.7388066978708328	0.46460060941196013
	0.2780517889161518	0.822767005881953
	0.8314901909747394	-0.8013310845356747
	-0.3118322349205014	0.16021901918232295
	0.6620750527038546	-0.23632733122938898
	0.23456300770248162	0.22628069904552106
	-0.5411199143633354	-0.17936670634541652
	-0.46710947057246255	0.30181426512811327
	-0.5435052520128587	-0.751310473911659
	0.2799380837098926	0.8452849528794988
	0.3062208598916336	-0.7115587189022745
	0.34388108882965174	0.8026415968595546
	0.9743259884052491	-0.10930472492354104
	0.8522693936367458	0.5641666950300308
	-0.10573921543560116	0.0679799027331407
	0.9605755438465502	-0.6939478588309251
	0.27175332880258485	-0.15081519323481674
	-0.7420551874938479	0.16167838492261466
	-0.8968628825452132	0.1902505282335487
Hidden Weights:
	1.2338140895407643	-1.1280428257323822
	-0.8764922780380978	1.0763447821047234



=== Error on training data ===

Correctly Classified Instances       24720               75.919  %
Incorrectly Classified Instances      7841               24.081  %
Mean absolute error                      0.4083
Root mean squared error                  0.4354
Relative absolute error                111.6567 %
Root relative squared error            101.8329 %
Total Number of Instances            32561     


=== Confusion Matrix ===

     a     b   <-- classified as
     0  7841 |     a = >50K
     0 24720 |     b = <=50K


=== Error on test data ===

Correctly Classified Instances       12435               76.3774 %
Incorrectly Classified Instances      3846               23.6226 %
Mean absolute error                      0.4066
Root mean squared error                  0.4335
Relative absolute error                111.9405 %
Root relative squared error            102.0616 %
Total Number of Instances            16281     


=== Confusion Matrix ===

     a     b   <-- classified as
     0  3846 |     a = >50K
     0 12435 |     b = <=50K


by: Keith A. Pray
Last Modified: July 4, 2004 8:59 AM
© 2004 - 1975 Keith A. Pray.
All rights reserved.

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