| 书目名称 | Theory and Principled Methods for the Design of Metaheuristics |
| 编辑 | Yossi Borenstein,Alberto Moraglio |
| 视频video | |
| 概述 | Valuable for practitioners and researchers.Explains theoretical basis of key metaheuristic techniques.Contributing authors among the leading authorities on the theory of evolutionary computation, sear |
| 丛书名称 | Natural Computing Series |
| 图书封面 |  |
| 描述 | .Metaheuristics, and evolutionary algorithms in particular, are known to provide efficient, adaptable solutions for many real-world problems, but the often informal way in which they are defined and applied has led to misconceptions, and even successful applications are sometimes the outcome of trial and error. Ideally, theoretical studies should explain when and why metaheuristics work, but the challenge is huge: mathematical analysis requires significant effort even for simple scenarios and real-life problems are usually quite complex. . .In this book the editors establish a bridge between theory and practice, presenting principled methods that incorporate problem knowledge in evolutionary algorithms and other metaheuristics. The book consists of 11 chapters dealing with the following topics: theoretical results that show what is .not .possible, an assessment of unsuccessful lines of empirical research; methods for rigorously defining the appropriate scope of problems while acknowledging the compromise between the class of problems to which a search algorithm is applied and its overall expected performance; the top-down principled design of search algorithms, in particular showin |
| 出版日期 | Book 2014 |
| 关键词 | Evolutionary algorithms; Evolutionary computing; Global optimization; Heuristics; Landscapes; Metaheurist |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-642-33206-7 |
| isbn_softcover | 978-3-662-51955-4 |
| isbn_ebook | 978-3-642-33206-7Series ISSN 1619-7127 Series E-ISSN 2627-6461 |
| issn_series | 1619-7127 |
| copyright | Springer-Verlag Berlin Heidelberg 2014 |
发表于 2025-3-21 16:48:10
