Genetic Algorithm Essentials için kapak resmi
Başlık:
Genetic Algorithm Essentials
Yazar:
Kramer, Oliver. author.
ISBN:
9783319521565
Basım Bilgisi:
1st ed. 2017.
Fiziksel Tanımlama:
IX, 92 p. 38 illus. in color. online resource.
Seri:
Studies in Computational Intelligence, 679
Özet:
This book introduces readers to genetic algorithms (GAs) with an emphasis on making the concepts, algorithms, and applications discussed as easy to understand as possible. Further, it avoids a great deal of formalisms and thus opens the subject to a broader audience in comparison to manuscripts overloaded by notations and equations. The book is divided into three parts, the first of which provides an introduction to GAs, starting with basic concepts like evolutionary operators and continuing with an overview of strategies for tuning and controlling parameters. In turn, the second part focuses on solution space variants like multimodal, constrained, and multi-objective solution spaces. Lastly, the third part briefly introduces theoretical tools for GAs, the intersections and hybridizations with machine learning, and highlights selected promising applications.
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