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Multi-Objective Genetic Programming with Redundancy-Regulations for Automatic Construction of Image Feature Extractors
http://hdl.handle.net/2237/15004
http://hdl.handle.net/2237/150044a5b3ed0-3638-404e-9424-7bf82bb280d0
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
480.pdf (1.1 MB)
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| Item type | 学術雑誌論文 / Journal Article(1) | |||||
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| 公開日 | 2011-07-01 | |||||
| タイトル | ||||||
| タイトル | Multi-Objective Genetic Programming with Redundancy-Regulations for Automatic Construction of Image Feature Extractors | |||||
| 言語 | en | |||||
| 著者 |
WATCHAREERUETAI, Ukrit
× WATCHAREERUETAI, Ukrit× MATSUMOTO, Tetsuya× TAKEUCHI, Yoshinori× KUDO, Hiroaki× OHNISHI, Noboru |
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| アクセス権 | ||||||
| アクセス権 | open access | |||||
| アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||
| 権利 | ||||||
| 言語 | en | |||||
| 権利情報 | Copyright (C) 2010 IEICE | |||||
| キーワード | ||||||
| 主題Scheme | Other | |||||
| 主題 | multi-objective optimization | |||||
| キーワード | ||||||
| 主題Scheme | Other | |||||
| 主題 | genetic programming | |||||
| キーワード | ||||||
| 主題Scheme | Other | |||||
| 主題 | redundancy regulation | |||||
| キーワード | ||||||
| 主題Scheme | Other | |||||
| 主題 | image feature extraction | |||||
| キーワード | ||||||
| 主題Scheme | Other | |||||
| 主題 | non-dominated sorting | |||||
| 抄録 | ||||||
| 内容記述タイプ | Abstract | |||||
| 内容記述 | We propose a new multi-objective genetic programming (MOGP) for automatic construction of image feature extraction programs (FEPs). The proposed method was originated from a well known multi-objective evolutionary algorithm (MOEA), i.e., NSGA-II. The key differences are that redundancy-regulation mechanisms are applied in three main processes of the MOGP, i.e., population truncation, sampling, and offspring generation, to improve population diversity as well as convergence rate. Experimental results indicate that the proposed MOGP-based FEP construction system outperforms the two conventional MOEAs (i.e., NSGA-II and SPEA2) for a test problem. Moreover, we compared the programs constructed by the proposed MOGP with four human-designed object recognition programs. The results show that the constructed programs are better than two human-designed methods and are comparable with the other two human-designed methods for the test problem. | |||||
| 言語 | en | |||||
| 出版者 | ||||||
| 出版者 | Institute of Electronics, Information and Communication Engineers | |||||
| 言語 | en | |||||
| 言語 | ||||||
| 言語 | eng | |||||
| 資源タイプ | ||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
| 資源タイプ | journal article | |||||
| 出版タイプ | ||||||
| 出版タイプ | VoR | |||||
| 出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||
| 関連情報 | ||||||
| 関連タイプ | isVersionOf | |||||
| 識別子タイプ | URI | |||||
| 関連識別子 | http://www.ieice.org/jpn/trans_online/index.html | |||||
| ISSN | ||||||
| 収録物識別子タイプ | PISSN | |||||
| 収録物識別子 | 0916-8532 | |||||
| 書誌情報 |
en : IEICE Transactions on Information and Systems 巻 E93-D, 号 9, p. 2614-2625, 発行日 2010-09-01 |
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| 著者版フラグ | ||||||
| 値 | publisher | |||||
| URI | ||||||
| 識別子 | http://www.ieice.org/jpn/trans_online/index.html | |||||
| 識別子タイプ | URI | |||||
| URI | ||||||
| 識別子 | http://hdl.handle.net/2237/15004 | |||||
| 識別子タイプ | HDL | |||||
