Item type |
会議発表論文 / Conference Paper(1) |
公開日 |
2023-03-02 |
タイトル |
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タイトル |
遺伝的プログラミングにおける部分木の意味の類似性に基づく交叉の提案 |
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タイトル |
Semantic Crossover Based on Similarity in Subtree Semantics in Genetic Programming |
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言語 |
en |
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言語 |
jpn |
資源タイプ |
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資源タイプ識別子 |
http://purl.org/coar/resource_type/c_5794 |
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資源タイプ |
conference paper |
著者 |
上野, 祥昌
原, 章
高濱, 徹行
UENO, Yoshimasa
HARA, Akira
TAKAHAMA, Tetsuyuki
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抄録 |
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内容記述タイプ |
Abstract |
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内容記述 |
Genetic Programming (GP) is an evolutionary method for generating tree structural programs. Normal subtree crossover in GP randomly selects a crossover point in each parent tree, and offspring are created by exchanging the selected subtrees. In the subtree crossover, it is difficult to control the global and local search because the similarity between the subtrees is not considered. In this paper, we propose a new crossover operation based on the semantic distance between the subtrees. By using the semantic crossover, the global search can be performed in the early stage of search, and the search property can be shifted to the local search as the search proceeds. As the results of experiments, the semantic crossover showed better performance than the conventional crossover. |
内容記述 |
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内容記述タイプ |
Other |
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内容記述 |
2011 IEEE SMC Hiroshima Chapter若手研究会, 2011年7月9日, 広島市立大学 |
書誌情報 |
2011 IEEE SMC Hiroshima Chapter Young Researchers' Workshop Proceedings = 2011 IEEE SMC Hiroshima Chapter 若手研究会講演論文集
p. 65-68,
発行日 2011-07
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出版者 |
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出版者 |
IEEE SMC Hiroshima Chapter |
権利 |
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権利情報 |
Copyright by IEEE SMC Hiroshima Chapter. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting or republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
関連サイト |
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識別子タイプ |
URI |
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関連識別子 |
http://www.smc-hiroshima.info.hiroshima-cu.ac.jp/ |
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関連名称 |
http://www.smc-hiroshima.info.hiroshima-cu.ac.jp/ |
フォーマット |
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内容記述タイプ |
Other |
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内容記述 |
application/pdf |
著者版フラグ |
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出版タイプ |
AM |
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出版タイプResource |
http://purl.org/coar/version/c_ab4af688f83e57aa |