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Titlebook: Design of Modern Heuristics; Principles and Appli Franz Rothlauf Textbook 2011 Springer-Verlag Berlin Heidelberg 2011 Artificial Intelligen

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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Titlebook: Design of Modern Heuristics; Principles and Appli Franz Rothlauf Textbook 2011 Springer-Verlag Berlin Heidelberg 2011 Artificial Intelligen
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
doihttps://doi.org/10.1007/978-3-540-72962-4
isbn_softcover978-3-642-27070-3
isbn_ebook978-3-540-72962-4Series ISSN 1619-7127 Series E-ISSN 2627-6461
issn_series 1619-7127
copyrightSpringer-Verlag Berlin Heidelberg 2011
The information of publication is updating

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Design Principless. The bias should consider this knowledge and, for example, concentrate search on solutions that are expected to be of high quality or avoid solutions expected to be of low quality. A bias can be considered in all design elements of modern heuristics namely the representation, the search operator,
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Textbook 2011netic 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 pr
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Design Elements is a prerequisite for developing high-quality modern heuristics. The fifth design element of modern heuristics, which is the search strategy, is discussed in Chap. 5, along with a classification of modern heuristics. The search strategy defines the types of intensification and diversification mechanisms.
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