Presentation | 2006-06-16 On-line boosting method based on EM algorithm Ryotaro NISHINO, Noboru MURATA, |
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Abstract(in Japanese) | (See Japanese page) |
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. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Boosting / On-line / EM algorithm |
Paper # | NC2006-26 |
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Committee | NC |
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Conference Date | 2006/6/9(1days) |
Place (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Neurocomputing (NC) |
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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 |
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