| Presentation | 2004-12-17 Succesive Classification by Test Feature Classifier and its Application to Dynamic Recognition problems Yukinobu SAKATA, Shun'ichi KANEKO, Takayuki TANAKA, Yuji TAKAGI, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Fundamental characteristics of successive lerarning by Test Feature Classifier(TFC), which is non-parametric and effective small data, are examined. In the learning, after recognition of a set of unknown objects, they are fed into the classifier in order to obtain a modified classifier. We propose an efficient algorithm for reconstruction of prime test features, which are combinaton feature subsets for getting excellent performance. We apply the proposed successive TFC to dynamic recognition problems from which the characteristic of data changes with progress of time, and examine the characteristic by the experiment which used simulation data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | classification / test feature classifier / successive learning / dynamic recognition problems |
| Paper # | PRMU2004-138 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2004/12/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Succesive Classification by Test Feature Classifier and its Application to Dynamic Recognition problems |
| Sub Title (in English) | |
| Keyword(1) | classification |
| Keyword(2) | test feature classifier |
| Keyword(3) | successive learning |
| Keyword(4) | dynamic recognition problems |
| 1st Author's Name | Yukinobu SAKATA |
| 1st Author's Affiliation | Graduate School of Graduate School of Information Science and Technology, Hokkaido University() |
| 2nd Author's Name | Shun'ichi KANEKO |
| 2nd Author's Affiliation | Graduate School of Graduate School of Information Science and Technology, Hokkaido University |
| 3rd Author's Name | Takayuki TANAKA |
| 3rd Author's Affiliation | Graduate School of Graduate School of Information Science and Technology, Hokkaido University |
| 4th Author's Name | Yuji TAKAGI |
| 4th Author's Affiliation | PERL, Hitachi Ltd. |
| Date | 2004-12-17 |
| Paper # | PRMU2004-138 |
| Volume (vol) | vol.104 |
| Number (no) | 524 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |