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Genetic Algorithm Essentials

Studies in Computational Intelligence 679

By (author) Oliver Kramer
Format: Hardback
Publisher: Springer International Publishing AG, Cham, Switzerland
Published: 13th Jan 2017
Dimensions: w 156mm h 234mm d 8mm
Weight: 327g
ISBN-10: 3319521551
ISBN-13: 9783319521558
Barcode No: 9783319521558
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Synopsis
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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