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PDF-LinearProgrammingBoostingforUnevenDatasetsJurijLeskovecJurij.Leskovec@ PDF document

Given andatrainingsetSx1y1xmymwherexi2Xyi2f11gInitialiseD1iwifyi1welsewhereww andPm1D1i1Fort1TPassdistributionDttoweaklearnerGetweakhypothesishtXRChoose t2RUp

Given andatrainingset:S=(x1;y1);:::;(xm;ym)wherexi2X;yi2f1;+1gInitialise:D1(i)=w+ifyi=+1welsewherew+w= andPm=1D1(i)=1Fort=1;:::;T:PassdistributionDttoweaklearnerGetweakhypothesisht:X!RChoose t2RUp

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