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The Theory of Evolution Strategies by Hans-Georg Beyer
The Theory of Evolution Strategies by Hans-Georg Beyer
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Description

Evolutionary Algorithms, in particular Evolution Strategies, Genetic Algorithms, or Evolutionary Programming, have found wide acceptance as robust optimization algorithms in the last ten years. Compared with the broad propagation and the resulting practical prosperity in different scientific fields, the theory has not progressed as much. This monograph provides the framework and the first steps toward the theoretical analysis of Evolution Strategies (ES). The main emphasis is on understanding the functioning of these probabilistic optimization algorithms in real-valued search spaces by investigating the dynamical properties of some well-established ES algorithms. The book introduces the basic concepts of this analysis, such as progress rate, quality gain, and self-adaptation response, and describes how to calculate these quantities. Based on the analysis, functioning principles are derived, aiming at a qualitative understanding of why and how ES algorithms work.
Release date NZ
December 6th, 2010
Audience
  • Professional & Vocational
Edition
Softcover reprint of hardcover 1st ed. 2001
Illustrations
XX, 381 p.
Pages
381
Dimensions
156x234x21
ISBN-13
9783642086700
Product ID
9985757

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