Knowledge Incorporation in Evolutionary Computation

Language: English

Published by Springer, Springer Dez 2010, 2010

3642061745 / 9783642061745

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This item is printed on demand - Print on Demand Titel. Neuware -Incorporation of a priori knowledge, such as expert knowledge, meta-heuristics and human preferences, as well as domain knowledge acquired during evolu tionary search, into evolutionary algorithms has received increasing interest in the recent years. It has been shown from various motivations that knowl edge incorporation into evolutionary search is able to significantly improve search efficiency. However, results on knowledge incorporation in evolution ary computation have been scattered in a wide range of research areas and a systematic handling of this important topic in evolutionary computation still lacks. This edited book is a first attempt to put together the state-of-art and re cent advances on knowledge incorporation in evolutionary computation within a unified framework. Existing methods for knowledge incorporation are di vided into the following five categories according to the functionality of the incorporated knowledge in the evolutionary algorithms. 1. Knowledge incorporation in representation, population initialization, - combination and mutation. 2. Knowledge incorporation in selection and reproduction. 3. Knowledge incorporation in fitness evaluations. 4. Knowledge incorporation through life-time learning and human-computer interactions. 5. Incorporation of human preferences in multi-objective evolutionary com putation. The intended readers of this book are graduate students, researchers and practitioners in all fields of science and engineering who are interested in evolutionary computation. The book is divided into six parts. Part I contains one introductory chapter titled 'A selected introduction to evolutionary computation' by Yao, which presents a concise but insightful introduction to evolutionary computation.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 564 pp. Englisch.

Seller Inventory # 9783642061745

Title
Knowledge Incorporation in Evolutionary Computation
Author
Yaochu Jin
Publisher
Springer, Springer Dez 2010
Publication year
2010
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3642061745
ISBN 13
9783642061745
Item weight
844 grams
Dimensions
235x155x31 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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