Presentation | 2012-11-26 A New Classification Method Focusing on Prediction Accuracy of Classifiers for ECOC Classification Systems Sotaro ISHIBASHI, Kenta MIKAWA, Takashi ISHIDA, Masayuki GOTO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The ECOC method is known as a powerful tool using a combination of binary classifiers for multi-valued document classification. We propose a new classification method focusing on prediction accuracy of each classifier and error correcting capability of the code used for ECOC classification systems. Through simulation experiment for document classification, the effectiveness of proposed method is clarified. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Multi-valued Classification Problem / Relevance Vector Machine / Error Correcting Output Codes / Reject Rule |
Paper # | AI2012-16 |
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Conference Information | |
Committee | AI |
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Conference Date | 2012/11/19(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A New Classification Method Focusing on Prediction Accuracy of Classifiers for ECOC Classification Systems |
Sub Title (in English) | |
Keyword(1) | Multi-valued Classification Problem |
Keyword(2) | Relevance Vector Machine |
Keyword(3) | Error Correcting Output Codes |
Keyword(4) | Reject Rule |
1st Author's Name | Sotaro ISHIBASHI |
1st Author's Affiliation | Graduate School of Creative Science and Engineering, Waseda University() |
2nd Author's Name | Kenta MIKAWA |
2nd Author's Affiliation | Graduate School of Creative Science and Engineering, Waseda University |
3rd Author's Name | Takashi ISHIDA |
3rd Author's Affiliation | Media Network Center, Waseda University |
4th Author's Name | Masayuki GOTO |
4th Author's Affiliation | School of Creative Science and Engineering, Waseda University |
Date | 2012-11-26 |
Paper # | AI2012-16 |
Volume (vol) | vol.112 |
Number (no) | 319 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |