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Intelligent Exploration for Genetic Algorithms:

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ISBN-10: 3836488639

ISBN-13: 9783836488631

Edition: 2008

Authors: Heni Ben Amor

List price: $64.00
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Description:

Exploration vs. exploitation is a well known issue in Evolutionary Algorithms. Accordingly, an unbalanced search can lead to premature convergence. GASOM, a novel Genetic Algorithm, addresses this problem by intelligent exploration techniques. The approach uses Self-Organizing Maps to mine data from the evolution process. The information obtained is successfully utilized to enhance the search strategy and confront genetic drift. This way, local optima are avoided and exploratory power is maintained. The evaluation of GASOM on well known problems shows that it effectively prevents premature convergence and seeks the global optimum. Particularly in deceptive and missleading functions it…    
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Book details

List price: $64.00
Copyright year: 2008
Publisher: Vdm Verlag Dr Mueller E K
Binding: Paperback
Pages: 72
Language: English