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Genetic Algorithms: Principles and Perspectives: A Guide to Ga Theory

Genetic Algorithms: Principles and Perspectives: A Guide to Ga Theory

Paperback

Series: Operations Research/Computer Science Interfaces, Book 20

General ComputersGeneral Mathematics

ISBN10: 147577818X
ISBN13: 9781475778182
Publisher: Springer Nature
Published: May 22 2013
Pages: 332
Weight: 1.07
Height: 0.72 Width: 6.14 Depth: 9.21
Language: English
Genetic Algorithms: Principles and Perspectives: A Guide to GA Theory is a survey of some important theoretical contributions, many of which have been proposed and developed in the Foundations of Genetic Algorithms series of workshops. However, this theoretical work is still rather fragmented, and the authors believe that it is the right time to provide the field with a systematic presentation of the current state of theory in the form of a set of theoretical perspectives. The authors do this in the interest of providing students and researchers with a balanced foundational survey of some recent research on GAs. The scope of the book includes chapter-length discussions of Basic Principles, Schema Theory, No Free Lunch, GAs and Markov Processes, Dynamical Systems Model, Statistical Mechanics Approximations, Predicting GA Performance, Landscapes and Test Problems.

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