November 19, 2012

Predict - Full PLS regression advanced algo

I use the toolbox glm-ie for a better result on the estimation.

The result is really better.

RMSE=0.12677

99 regression values
Variable PLS value
'population' 0.3999
'householdsize' 0.0214
'racepctblack' 0.3249
'racePctWhite' -0.0197
'racePctAsian' -0.0128
'racePctHisp' 0.1544
'agePct12t21' 0.2107
'agePct12t29' -0.2984
'agePct16t24' -0.2222
'agePct65up' 0.0728
'numbUrban' -0.6007
'pctUrban' 0.0616
'medIncome' -0.0318
'pctWWage' -0.027
'pctWFarmSelf' 0.0758
'pctWInvInc' -0.202
'pctWSocSec' 0.2436
'pctWPubAsst' 0.053
'pctWRetire' -0.1096
'medFamInc' 0.287
'perCapInc' 0.1205
'whitePerCap' -0.3385
'blackPerCap' -0.0349
'indianPerCap' -0.0365
'AsianPerCap' 0.0113
'HispPerCap' 0.0438
'NumUnderPov' 0.0496
'PctPopUnderPov' -0.167
'PctLess9thGrade' -0.1638
'PctNotHSGrad' 0.0938
'PctBSorMore' 0.0608
'PctUnemployed' -0.0264
'PctEmploy' 0.2514
'PctEmplManu' -0.0542
'PctEmplProfServ' 0.0028
'PctOccupManu' 0.0836
'PctOccupMgmtProf' 0.0769
'MalePctDivorce' 0.3493
'MalePctNevMarr' 0.3719
'FemalePctDiv' -0.0662
'TotalPctDiv' -0.227
'PersPerFam' -0.1277
'PctFam2Par' -0.2185
'PctKids2Par' 0.0216
'PctYoungKids2Par' -0.0836
'PctTeen2Par' -0.0316
'PctWorkMomYoungKids' 0.075
'PctWorkMom' -0.2358
'NumIlleg' -0.0587
'PctIlleg' -0.0566
'NumImmig' -0.1606
'PctImmigRecent' -0.0015
'PctImmigRec5' 0.0414
'PctImmigRec8' 0.0322
'PctImmigRec10' -0.0792
'PctRecentImmig' -0.1426
'PctRecImmig5' 0.153
'PctRecImmig8' -0.126
'PctRecImmig10' 0.147
'PctSpeakEnglOnly' 0.1233
'PctNotSpeakEnglWell' -0.1464
'PctLargHouseFam' 0.298
'PctLargHouseOccup' -0.5543
'PersPerOccupHous' 0.5582
'PersPerOwnOccHous' -0.0536
'PersPerRentOccHous' -0.1228
'PctPersOwnOccup' -0.5747
'PctPersDenseHous' 0.2394
'PctHousLess3BR' 0.1854
'MedNumBR' 0.0108
'HousVacant' 0.223
'PctHousOccup' -0.0406
'PctHousOwnOcc' 0.4564
'PctVacantBoarded' 0.056
'PctVacMore6Mos' -0.1005
'MedYrHousBuilt' -0.0174
'PctHousNoPhone' 0.0764
'PctWOFullPlumb' -0.0602
'OwnOccLowQuart' -0.5692
'OwnOccMedVal' 0.6942
'OwnOccHiQuart' -0.2407
'RentLowQ' -0.2082
'RentMedian' -0.1476
'RentHighQ' -0.0501
'MedRent' 0.3854
'MedRentPctHousInc' 0.0655
'MedOwnCostPctInc' 0.0067
'MedOwnCostPctIncNoMtg' -0.0985
'NumInShelters' 0.1403
'NumStreet' 0.1572
'PctForeignBorn' 0.203
'PctBornSameState' 0.0552
'PctSameHouse85' 0.0661
'PctSameCity85' 0.0252
'PctSameState85' -0.0341
'LandArea' 0.1668
'PopDens' 0.0625
'PctUsePubTrans' -0.0917
'LemasPctOfficDrugUn' 0.0052

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