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Titlebook: Representations for Genetic and Evolutionary Algorithms; Franz Rothlauf Book 2002 Physica-Verlag Heidelberg 2002 GEA.Theorey of representa

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发表于 2025-3-21 19:42:30 | 显示全部楼层 |阅读模式
书目名称Representations for Genetic and Evolutionary Algorithms
编辑Franz Rothlauf
视频videohttp://file.papertrans.cn/828/827450/827450.mp4
概述A theory of representations is not taken as given, but is developed and applied to real-world problems of commercial importance.Includes supplementary material:
丛书名称Studies in Fuzziness and Soft Computing
图书封面Titlebook: Representations for Genetic and Evolutionary Algorithms;  Franz Rothlauf Book 2002 Physica-Verlag Heidelberg 2002 GEA.Theorey of representa
描述.In the field of genetic and evolutionary algorithms (GEAs), much theory and empirical study has been heaped upon operators and test problems, but problem representation has often been taken as given. This monograph breaks with this tradition and studies a number of critical elements of a theory of representations for GEAs and applies them to the empirical study of various important idealized test functions and problems of commercial import. The book considers basic concepts of representations, such as redundancy, scaling and locality and describes how GEAs‘performance is influenced. Using the developed theory representations can be analyzed and designed in a theory-guided manner. The theoretical concepts are used as examples for efficiently solving integer optimization problems and network design problems. The results show that proper representations are crucial for GEAs‘success..
出版日期Book 2002
关键词GEA; Theorey of representation; algorithm; algorithms; calculus; communication; evolution; evolutionary alg
版次1
doihttps://doi.org/10.1007/978-3-642-88094-0
isbn_softcover978-3-642-88096-4
isbn_ebook978-3-642-88094-0Series ISSN 1434-9922 Series E-ISSN 1860-0808
issn_series 1434-9922
copyrightPhysica-Verlag Heidelberg 2002
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发表于 2025-3-21 23:07:37 | 显示全部楼层
Book 2002blem representation has often been taken as given. This monograph breaks with this tradition and studies a number of critical elements of a theory of representations for GEAs and applies them to the empirical study of various important idealized test functions and problems of commercial import. The
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Time-Quality Framework for a Theory-Based Analysis and Design of Representations,formulate a theory describing the behavior of GEAs more precisely (Goldberg, 1989c; Bäck, Fogel, & Michalewicz, 1997). The existing elements of GEA theory explain quite accurately the influence of many important GEA parameters, as well as selection, recombination, or mutation methods on the performa
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Analysis of Tree Representations,ary phenotypes, but also for problems where the phenotypes are integers. However, it is possible to go one step further and to look at problems where the phenotypes and the genotypes use completely different types of representations. One example for these type of problems are tree optimization probl
发表于 2025-3-23 00:45:15 | 显示全部楼层
Design of Tree Representations,sented in chapter 4, the influence of redundant, exponentially scaled, or low locality representations on GEA performance. However, the presented framework can not only be used to analyze the performance of existing representations, but also to develop representations in a theory-guided manner.
发表于 2025-3-23 02:12:01 | 显示全部楼层
Performance of Genetic and Evolutionary Algorithms on Tree Problems,to the properties of representations were based on theory and helped us to understand what happens when GEAs use a specific representation. However, in practice, GEA users are often less interested in theory about representations but want simple instruments for a fast and rough prediction of the exp
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