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Intro ] full-2 ] medium-1000 ]
medium-10000 ] medium-2000 ] medium-3000 ]
medium-4000 ] medium-5000 ] medium-6000 ]
medium-6000a-zero ] medium-6000a ] medium-6000b ]
medium-7000 ] medium-8000 ] medium-9000 ]
medium.2-1000 ] medium.2-10000 ] medium.2-2000 ]
medium.2-3000 ] medium.2-4000 ] medium.2-5000 ]
medium.2-6000 ] medium.2-7000 ] medium.2-8000 ]
medium.2-9000 ] optimal-1 ] optimal-1a ]
optimal-2 ] optimal-3 ] optimal-4 ]
optimal-5 ] optimal-5a ] optimal-6 ]
param-learn ] param-momentum ] parameter-matrix ]
paramselection-hidden ] short-1000 ] short-2000 ]
short-3000 ] short-4000 ] short-5000 ]
short-6000 ] [ short.2-1000 ] short.2-2000 ]
short.2-3000 ] short.2-4000 ] short.2-5000 ]
short.2-6000 ] simple-10000 ] simple-100000 ]
simple-2000 ] simple-5000 ]

Up: Report ]

Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
	-I	1000
	-E	0.01
	-S	1758327258
	-H	2
	-M	0.01
Input Weights:
	-0.7159598027411922	-0.6560112274221384	age
	0.5632300653324789	-0.6644753401809151	workclass=Private
	0.9087776623919577	-0.5348834472989765	workclass=Self-emp-not-inc
	-0.11261043993371378	-0.9184753683466533	workclass=Self-emp-inc
	-0.5088034762753539	0.2170575732786535	workclass=Federal-gov
	-0.8034900000178324	-0.5296341790772547	workclass=Local-gov
	-0.6368365507822147	-0.580914831671741	workclass=State-gov
	-0.9855669260550699	-0.8146819226146653	workclass=Without-pay
	-0.8978756229555038	0.6037969074541467	workclass=Never-worked
	-0.18271725720086196	0.5279199898092855	fnlwgt
	0.08474481671205147	-0.7770322625284232	education=Bachelors
	-0.9215814003787763	0.9412383251777965	education=Some-college
	0.6276162660858748	0.5710637264115725	education=11th
	0.806773341811404	0.08939428361683599	education=HS-grad
	0.5793635423832415	-0.11937655297055083	education=Prof-school
	0.7147491669418709	-0.6011242764980287	education=Assoc-acdm
	0.10526678895989505	-0.34385326129238747	education=Assoc-voc
	0.9675288884394793	0.7582382981524043	education=9th
	0.023865929268683583	0.2286662823827279	education=7th-8th
	-0.15970013932637706	0.49217940565561236	education=12th
	0.5106503573781469	0.7806410835949276	education=Masters
	-0.12643273283131085	-0.568152782953107	education=1st-4th
	-0.03369399814318785	0.10278162971020555	education=10th
	-0.5567201006230842	-0.8524206702442423	education=Doctorate
	-0.8607043624827853	0.33722145576172013	education=5th-6th
	-0.4305188656212442	-0.4612488121086509	education=Preschool
	-0.4282561048812352	-0.4848313516942835	education-num
	-0.36403983701598785	-0.0724894079390741	marital-status=Married-civ-spouse
	0.5743857733713342	0.23563119360363105	marital-status=Divorced
	-0.8110072389157823	-0.3879200514315859	marital-status=Never-married
	0.29516993935761726	-0.8774120947284434	marital-status=Separated
	0.674550435438452	-0.8720196758659011	marital-status=Widowed
	0.18519164285819634	0.35240493951893037	marital-status=Married-spouse-absent
	0.7529083525686455	0.9626692575358677	marital-status=Married-AF-spouse
	0.036913678745361	-0.4835520004534697	occupation=Tech-support
	-0.5662862556479125	-0.5148548859602324	occupation=Craft-repair
	0.6188237367582801	0.1745483278865545	occupation=Other-service
	-0.21662643069588894	0.795253765520832	occupation=Sales
	-0.8027750760697157	-0.1941832334054736	occupation=Exec-managerial
	-0.7060901857774504	0.06969543694031377	occupation=Prof-specialty
	-0.5470339693414044	0.46059851899645654	occupation=Handlers-cleaners
	0.4357853671466301	0.8787696225482367	occupation=Machine-op-inspct
	0.5955414057978765	-0.40880314200192114	occupation=Adm-clerical
	0.5579604687119961	0.55917202784013	occupation=Farming-fishing
	0.06983399015812952	-0.536804310457482	occupation=Transport-moving
	-0.3983314368419095	-0.16313223606749472	occupation=Priv-house-serv
	-0.0437131560737285	0.7413581275667063	occupation=Protective-serv
	-0.6410650133462719	0.8771661675179592	occupation=Armed-Forces
	-0.1083241619414077	-0.3345045258016168	relationship=Wife
	-0.12472226695110478	-0.7326831076814724	relationship=Own-child
	-0.41312921737913033	0.3874721155212255	relationship=Husband
	-0.4453448127770767	0.17468508796995752	relationship=Not-in-family
	0.38571582985401864	0.07945807703058527	relationship=Other-relative
	-0.5963606539883377	0.22905378927616793	relationship=Unmarried
	0.9848891975837812	0.2382477499108131	race=White
	0.3248240545225849	-0.6972088873555509	race=Asian-Pac-Islander
	-0.2984852213018767	-0.06274870732146054	race=Amer-Indian-Eskimo
	-0.545798878711903	-0.8467839195982623	race=Other
	0.41035415719056934	-0.3032801151195097	race=Black
	0.09498434501016684	0.2869520374420096	sex
	-0.5536971493316158	0.07770870086995485	capital-gain
	0.036209948329277486	0.939571386150494	capital-loss
	0.9451079491144883	-0.6762040576743045	hours-per-week
	-0.9927835975549986	0.8623671738120195	native-country=United-States
	-0.06608366213636807	0.4879867708271026	native-country=Cambodia
	0.10139116326994291	-0.10766579529504572	native-country=England
	-0.764594517075903	0.9456179154293889	native-country=Puerto-Rico
	-0.5593112053146045	-0.13413720375947435	native-country=Canada
	-0.7394508057052274	0.30626812725622554	native-country=Germany
	-0.2735432228723109	0.229440515679032	native-country=Outlying-US(Guam-USVI-etc)
	0.9749772899931826	-0.8587473358086011	native-country=India
	-0.9441230856412646	0.2037784098783202	native-country=Japan
	0.7656077133542645	0.12456168421325375	native-country=Greece
	-0.7555776442132183	-0.8330717343647009	native-country=South
	0.23471299071878549	-0.025827437867095515	native-country=China
	-0.5055308969836341	0.22659288932799893	native-country=Cuba
	0.8285350412509525	-0.3486478919238285	native-country=Iran
	0.5436655625378382	-0.9648506699688006	native-country=Honduras
	-0.018566466612276677	0.6454461900638475	native-country=Philippines
	0.2126820994725671	-0.36013110496861067	native-country=Italy
	0.5325507813356862	0.7020564607435722	native-country=Poland
	0.6931128476376245	0.5261174466815892	native-country=Jamaica
	0.5520487263784692	0.2485082874417992	native-country=Vietnam
	0.9589115817179032	0.5674204597165373	native-country=Mexico
	0.4938279019758258	0.08094637555593232	native-country=Portugal
	-0.32110663705363085	-0.9986252818468937	native-country=Ireland
	-0.5392753248595008	0.9948329456701084	native-country=France
	0.12734548319658145	0.05643824424316923	native-country=Dominican-Republic
	0.10970868788838373	-0.7986005829442844	native-country=Laos
	0.3522528899489281	-0.19266362392572844	native-country=Ecuador
	-0.2844869878961218	-0.8432125852368442	native-country=Taiwan
	-0.3726275834808206	-0.8243657340954404	native-country=Haiti
	0.6221385052173944	-0.737954436643893	native-country=Columbia
	-0.3095269878149669	0.7501532250372822	native-country=Hungary
	0.80722387741891	-0.461604224062073	native-country=Guatemala
	0.004319477021141438	-0.09370375933788	native-country=Nicaragua
	-0.27742499452214675	0.45457691740126593	native-country=Scotland
	0.16199462051175062	0.27470778573488674	native-country=Thailand
	0.7071504974656904	0.536696488815293	native-country=Yugoslavia
	0.33025703769433234	0.26246968299996465	native-country=El-Salvador
	-0.05779211606224588	-0.9753058017617964	native-country=Trinadad&Tobago
	0.3638973698845036	0.47243938806682606	native-country=Peru
	0.5715830524403998	0.7958286581018543	native-country=Hong
	-0.14568800815602767	0.5003146459738059	native-country=Holand-Netherlands
Hidden Weights:
	-0.8356598255519347	0.8102711230375577
	0.39987635027569435	-0.9170617717898604
		>50K		<=50K

Error sum for iteration 100 = 68.71976844805913

Error sum for iteration 200 = 66.28717795465332

Error sum for iteration 300 = 65.35728520611426

Error sum for iteration 400 = 65.64797925705786

Error sum for iteration 500 = 66.6234432976324

Error sum for iteration 600 = 67.75866620258688

Error sum for iteration 700 = 68.68064666230516

Error sum for iteration 800 = 69.31068548913797

Error sum for iteration 900 = 69.70912357967903


Options: -I 1000 

Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
	-I	1000
	-E	0.01
	-S	1758327258
	-H	2
	-M	0.01
Input Weights:
	-1.0829436465798328	-0.494701051643087	age
	0.4358028214151618	-0.9185936299859256	workclass=Private
	1.2606492387204278	-0.5782075250491159	workclass=Self-emp-not-inc
	-0.5455642844522393	-0.6396319804967008	workclass=Self-emp-inc
	-0.8794334152778056	0.32187864409245304	workclass=Federal-gov
	0.2884174171771048	-0.5747784901217131	workclass=Local-gov
	0.3685427320074455	-0.6236631854388909	workclass=State-gov
	-0.8771278368497178	-0.8148012493077216	workclass=Without-pay
	-0.7894365337501518	0.6036775807610905	workclass=Never-worked
	-0.1904490804014005	0.5793966522921629	fnlwgt
	0.3718228777236227	-0.6908730577358182	education=Bachelors
	0.652206974444669	0.5306036807184233	education=Some-college
	2.074237106964046	0.29317758367247504	education=11th
	0.7799387839084663	0.2077484836106902	education=HS-grad
	-1.679034856593628	0.229870526901011	education=Prof-school
	0.4869487254136664	-0.7475409987865129	education=Assoc-acdm
	-0.30982328394170267	-0.36028093395179667	education=Assoc-voc
	1.7656821758261174	0.6021260941623982	education=9th
	-0.5032802236433377	0.3960895370969609	education=7th-8th
	-0.952873668555225	0.6944532100854137	education=12th
	1.3850528112249407	0.9517431503055117	education=Masters
	0.4866095360780935	-0.6429548508382573	education=1st-4th
	1.2053221862439873	-0.06892652917127286	education=10th
	-1.4122723553117318	-0.5482199145764091	education=Doctorate
	-0.13588935403153907	0.19893813035040772	education=5th-6th
	-0.2809017962482244	-0.47060208060853287	education=Preschool
	-2.166128587892862	0.02745771970401562	education-num
	-1.4684129715541638	0.24494620471481235	marital-status=Married-civ-spouse
	0.2887133678855521	0.30840112738777403	marital-status=Divorced
	0.5549893116157387	-0.6219702841800326	marital-status=Never-married
	0.5028145425817432	-0.901122967834052	marital-status=Separated
	1.622591240599431	-0.9351143699929948	marital-status=Widowed
	0.5625313488042715	0.2877925645790159	marital-status=Married-spouse-absent
	0.8705185658099531	0.9561419856228013	marital-status=Married-AF-spouse
	-0.22442662923539042	-0.6259661278928067	occupation=Tech-support
	-0.09797036633620507	-0.4989236599382412	occupation=Craft-repair
	0.1511176609971816	-0.03512651162479186	occupation=Other-service
	0.3059083118255316	0.6643780101243042	occupation=Sales
	-1.1052319762993004	0.23737520124658115	occupation=Exec-managerial
	-0.20032117764590604	0.3026508664233088	occupation=Prof-specialty
	1.3051554292913925	0.07652499359311035	occupation=Handlers-cleaners
	-8.776861897915819E-4	0.9972802876806952	occupation=Machine-op-inspct
	0.09649757986530713	-0.30559462274739646	occupation=Adm-clerical
	0.24499179328834314	0.5688423298790929	occupation=Farming-fishing
	1.7541993634665525	-0.7181989573891409	occupation=Transport-moving
	-0.289892347636581	-0.16325156276057662	occupation=Priv-house-serv
	-0.6671912847564733	0.889381761326395	occupation=Protective-serv
	-0.4933615845933027	0.8632349913029306	occupation=Armed-Forces
	-0.6611804846068124	-0.08381259554959283	relationship=Wife
	1.312022693496577	-0.9050000833270891	relationship=Own-child
	-0.6274889098837609	0.3907242881434317	relationship=Husband
	-0.6222726575973093	0.0614707282520042	relationship=Not-in-family
	0.3009813773338217	0.18153950104566183	relationship=Other-relative
	0.513919946949151	0.1568890240472283	relationship=Unmarried
	0.33497026774590505	0.2916426392909882	race=White
	-0.18181840742589753	-0.47231913901871075	race=Asian-Pac-Islander
	0.6865102016126264	-0.1711203033586804	race=Amer-Indian-Eskimo
	1.0318541454697026	-1.0762140973217629	race=Other
	0.41397526155015524	-0.2453142260858375	race=Black
	0.11149125663556249	0.10693886246172363	sex
	-0.6144534209833253	0.11238855794671407	capital-gain
	-2.312452842826031	1.2749569574265474	capital-loss
	-0.7496315404549896	-0.19208987950547132	hours-per-week
	0.2851126939080974	0.5574823912133053	native-country=United-States
	-1.4906295580380438	0.7407486361664769	native-country=Cambodia
	0.46922319614304975	-0.12398395608506593	native-country=England
	0.8991907647429724	0.6867183193159402	native-country=Puerto-Rico
	-1.576492079595136	0.053477781261268495	native-country=Canada
	-0.3234042182105067	0.2917898934756026	native-country=Germany
	-0.1651041336669881	0.2293211889859501	native-country=Outlying-US(Guam-USVI-etc)
	0.1503166749286394	-0.8041888483949144	native-country=India
	-0.8356839964359125	0.2036590831852383	native-country=Japan
	0.8740468025596165	0.12444235752016453	native-country=Greece
	-1.2216338362889685	-0.7987370314542899	native-country=South
	0.3431520799241121	-0.025946764560177128	native-country=China
	1.3723839872187023	0.09261845104864373	native-country=Cuba
	0.008804417299088822	-0.18757874483753872	native-country=Iran
	0.3855528980000594	-0.943800388406492	native-country=Honduras
	0.42831310860007993	0.6332852033747641	native-country=Philippines
	0.32147099441357907	-0.360043359762571	native-country=Italy
	1.2085035106574518	0.6064927502589822	native-country=Poland
	0.8019456385454091	0.5255117896872082	native-country=Jamaica
	0.6604878155838213	0.2483889607487173	native-country=Vietnam
	0.4379170254488117	0.6920132800018703	native-country=Mexico
	1.0095488046576875	0.04429259631190276	native-country=Portugal
	-0.21266754784830286	-0.9987446085399702	native-country=Ireland
	-0.40212390924823865	0.9815428052064595	native-country=France
	0.23632962351036957	0.05632982513808751	native-country=Dominican-Republic
	0.7628631824847693	-0.8185091372149049	native-country=Laos
	0.7795588558107956	-0.23189482600348546	native-country=Ecuador
	-0.47067771516782936	-0.787393807535055	native-country=Taiwan
	-0.26043137850975184	-0.8246736385428756	native-country=Haiti
	0.7354402505915099	-0.7383026661926841	native-country=Columbia
	-0.20108789860964268	0.750033898344226	native-country=Hungary
	0.915662966624262	-0.4617235507551356	native-country=Guatemala
	0.11275856622647187	-0.09382308603096923	native-country=Nicaragua
	-0.1689859053168253	0.45445759070820335	native-country=Scotland
	0.14500763849940326	0.3255516036912961	native-country=Thailand
	0.8155895866710424	0.5365771621222367	native-country=Yugoslavia
	0.43990126439577404	0.2624137398408131	native-country=El-Salvador
	0.05064697314308517	-0.9754251284548526	native-country=Trinadad&Tobago
	0.47233645908983213	0.4723200613737635	native-country=Peru
	0.6800221416457518	0.7957093314087981	native-country=Hong
	-0.0372489189506959	0.5001953192807458	native-country=Holand-Netherlands
Hidden Weights:
	-4.67342137105156	4.671550815277942
	0.8836323037067766	-0.8879489330371421
		>50K		<=50K



=== Error on training data ===

Correctly Classified Instances         452               87.767  %
Incorrectly Classified Instances        63               12.233  %
Mean absolute error                      0.2428
Root mean squared error                  0.3072
Relative absolute error                 70.3106 %
Root relative squared error             73.9947 %
Total Number of Instances              515     


=== Confusion Matrix ===

   a   b   <-- classified as
  71  43 |   a = >50K
  20 381 |   b = <=50K


=== Error on test data ===

Correctly Classified Instances       13378               82.1694 %
Incorrectly Classified Instances      2903               17.8306 %
Mean absolute error                      0.2721
Root mean squared error                  0.3534
Relative absolute error                 76.9661 %
Root relative squared error             83.1655 %
Total Number of Instances            16281     


=== Confusion Matrix ===

     a     b   <-- classified as
  1939  1907 |     a = >50K
   996 11439 |     b = <=50K


by: Keith A. Pray
Last Modified: July 4, 2004 9:05 AM
© 2004 - 1975 Keith A. Pray.
All rights reserved.

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