书目名称 | Design of Modern Heuristics | 副标题 | Principles and Appli | 编辑 | Franz Rothlauf | 视频video | | 概述 | Author focuses on the users‘ needs, providing a coherent view on design elements and working principles.Suitable for students and practitioners in computer science, operations research and information | 丛书名称 | Natural Computing Series | 图书封面 |  | 描述 | .Most textbooks on modern heuristics provide the reader with detailed descriptions of the functionality of single examples like genetic algorithms, genetic programming, tabu search, simulated annealing, and others, but fail to teach the underlying concepts behind these different approaches. .The author takes a different approach in this textbook by focusing on the users‘ needs and answering three fundamental questions: First, he tells us which problems modern heuristics are expected to perform well on, and which should be left to traditional optimization methods. Second, he teaches us to systematically design the "right" modern heuristic for a particular problem by providing a coherent view on design elements and working principles. Third, he shows how we can make use of problem-specific knowledge for the design of efficient and effective modern heuristics that solve not only small toy problems but also perform well on large real-world problems. .This book is written in an easy-to-read style and it is aimed at students and practitioners in computer science, operations research and information systems who want to understand modern heuristics and are interested in a guide to their sy | 出版日期 | Textbook 2011 | 关键词 | Artificial Intelligence; Automated Programming; Computational Intelligence; Design Principles; Evolution | 版次 | 1 | doi | https://doi.org/10.1007/978-3-540-72962-4 | isbn_softcover | 978-3-642-27070-3 | isbn_ebook | 978-3-540-72962-4Series ISSN 1619-7127 Series E-ISSN 2627-6461 | issn_series | 1619-7127 | copyright | Springer-Verlag Berlin Heidelberg 2011 |
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