Presentation 2006-06-16
On-line boosting method based on EM algorithm
Ryotaro NISHINO, Noboru MURATA,
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Abstract(in English) When the Adaboost algorithm is used in case that a datum is generated one after another, in general, all the learners have to be trainned again or a new learner has to be added for the new sample. In this paper, an on-line boosting algorithm is considered to improve the accuracy without increasing learners. In the proposed algorithm, dependence of data for each learner is estimated by the EM algorithm. Moreover, advantages of the proposed method is confirmed by some numerical experiments.
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Keyword(in English) Boosting / On-line / EM algorithm
Paper # NC2006-26
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Committee NC
Conference Date 2006/6/9(1days)
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Registration To Neurocomputing (NC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) On-line boosting method based on EM algorithm
Sub Title (in English)
Keyword(1) Boosting
Keyword(2) On-line
Keyword(3) EM algorithm
1st Author's Name Ryotaro NISHINO
1st Author's Affiliation Waseda University School of Science and Engineering()
2nd Author's Name Noboru MURATA
2nd Author's Affiliation Waseda University School of Science and Engineering
Date 2006-06-16
Paper # NC2006-26
Volume (vol) vol.106
Number (no) 102
Page pp.pp.-
#Pages 6
Date of Issue