| 书目名称 | Evolutionary Algorithms |
| 副标题 | The Role of Mutation |
| 编辑 | William M. Spears |
| 视频video | |
| 概述 | A thorough analysis of recombination and mutation in evolutionary algorithms.New theoretical and modeling tools for studying evolutionary algorithms.A new empirical tool for comparing search and optim |
| 丛书名称 | Natural Computing Series |
| 图书封面 |  |
| 描述 | Despite decades of work in evolutionary algorithms, there remains a lot of uncertainty as to when it is beneficial or detrimental to use recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates prior theoretical work and introduces new theoretical techniques for studying evolutionary algorithms. An aggregation algorithm for Markov chains is introduced which is useful for studying not only evolutionary algorithms specifically, but also complex systems in general. Practical consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. A focus on discrete rather than real-valued representations allows the book to bridge multiple communities, including evolutionary biologists and population geneticists. |
| 出版日期 | Book 2000 |
| 关键词 | Graph; Master Patient Index; Racter; algorithms; evolution; evolutionary algorithm; mutation; optimization; |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-662-04199-4 |
| isbn_softcover | 978-3-642-08624-3 |
| isbn_ebook | 978-3-662-04199-4Series ISSN 1619-7127 Series E-ISSN 2627-6461 |
| issn_series | 1619-7127 |
| copyright | Springer-Verlag Berlin Heidelberg 2000 |
发表于 2025-3-21 17:45:07
