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A Short Introduction to Boosting

Journal of Japanese Society for Artificial Intelligence, 14(5):771-780, September, 1999.(In Japanese, translation by Naoki Abe.)A ShortIntroductiontoBoostingYoav ResearchShannonLaboratory180 ParkAvenueFlorhamPark, yoav, schapire yoav, schapire a generalmethodforimprovingtheaccuracy ofany ,andexplainstheun-derlyingtheoryofboosti ng,includinganexplanationofwhyboostingof tendoesnotsufferfromover ttingaswellasboosting's relationshipto horse-racinggambler, hopingtomaximizehiswinnings,decidestocre atea computerprogramthatwillaccuratelypredict thewinnerofa horseracebasedontheusualinformation(numb erofracesrecentlywonbyeachhorse,bettingo ddsforeachhorse,etc.).To createsucha program,heasksa highlysuccessfulexpertgamblertoexplainhi sbettingstrategy.

that suggested above. This short paper overviews some of the recent work on boosting, focusing especially on the AdaBoost algorithm which has undergone …

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