| Paper Abstract and Keywords |
| Presentation |
2006-06-16 10:30
On-line Boosting Method based on EM algorithm
Ryotaro Nishino, Noboru Murata (Waseda Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (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) |
| (in English) |
Boosting / On-line / EM algorithm / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 106, no. 102, NC2006-26, pp. 25-30, June 2006. |
| Paper # |
NC2006-26 |
| Date of Issue |
2006-06-09 (NC) |
| ISSN |
Print edition: ISSN 0913-5685 |
| Download PDF |
|
| Conference Information |
| Committee |
NC |
| Conference Date |
2006-06-15 - 2006-06-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
OIST |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Bio-data Mining with Machine Learning and General |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2006-06-NC |
| Language |
Japanese |
| 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) |
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| Keyword(1) |
Boosting |
| Keyword(2) |
On-line |
| Keyword(3) |
EM algorithm |
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| 1st Author's Name |
Ryotaro Nishino |
| 1st Author's Affiliation |
Waseda University (Waseda Univ.) |
| 2nd Author's Name |
Noboru Murata |
| 2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2006-06-16 10:30:00 |
| Presentation Time |
20 minutes |
| Registration for |
NC |
| Paper # |
NC2006-26 |
| Volume (vol) |
vol.106 |
| Number (no) |
no.102 |
| Page |
pp.25-30 |
| #Pages |
6 |
| Date of Issue |
2006-06-09 (NC) |