书目名称 | Representations for Genetic and Evolutionary Algorithms |
编辑 | Franz Rothlauf |
视频video | http://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 |  |
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 |
doi | https://doi.org/10.1007/978-3-642-88094-0 |
isbn_softcover | 978-3-642-88096-4 |
isbn_ebook | 978-3-642-88094-0Series ISSN 1434-9922 Series E-ISSN 1860-0808 |
issn_series | 1434-9922 |
copyright | Physica-Verlag Heidelberg 2002 |