Presentation | 2011-03-10 Optimization in Pattern Classifier Design Takio KURITA, Kenji NISHIDA, Akinori HIDAKA, Tetsu MATSUKAWA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | To design a pattern classifier which works effectively in real world applications, we have to decide the model of the classifier and the features used by the classifier. Usually the designer of the classifier decides them by trial and error depending on the task. To automate this trial and error process, the system has to find the optimum classifier among the candidates of the classifiers with different models and features. An optimization method is necessary to find the optimum classifiers because the number of candidates is usually very large. This paper introduces some examples of optimization in pattern classifier design. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | model selection / feature selection / optimization / random sampling / particle swarm optimization |
Paper # | PRMU2010-251 |
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Committee | PRMU |
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Conference Date | 2011/3/3(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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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) | Optimization in Pattern Classifier Design |
Sub Title (in English) | |
Keyword(1) | model selection |
Keyword(2) | feature selection |
Keyword(3) | optimization |
Keyword(4) | random sampling |
Keyword(5) | particle swarm optimization |
1st Author's Name | Takio KURITA |
1st Author's Affiliation | Hiroshima University() |
2nd Author's Name | Kenji NISHIDA |
2nd Author's Affiliation | The National Institute of Advanced Industrial Science and Technology (AIST) |
3rd Author's Name | Akinori HIDAKA |
3rd Author's Affiliation | Tokyo Denki University |
4th Author's Name | Tetsu MATSUKAWA |
4th Author's Affiliation | University of Tsukuba |
Date | 2011-03-10 |
Paper # | PRMU2010-251 |
Volume (vol) | vol.110 |
Number (no) | 467 |
Page | pp.pp.- |
#Pages | 6 |
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