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Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications

Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications

Paperback

Series: Numerical Insights

DatabasesGeneral MathematicsProgramming

ISBN10: 1138114278
ISBN13: 9781138114272
Publisher: CRC Press
Published: Apr 16 2018
Pages: 400
Weight: 1.23
Height: 0.90 Width: 6.10 Depth: 9.20
Language: English

This book describes several generic algorithmic concepts that can be used in any kind of GA or with evolutionary optimization techniques. It provides a better understanding of the basic workflow of GAs and GP, encouraging readers to establish new bionic, problem-independent theoretical concepts. By comparing the results of standard GA and GP implementation with several algorithmic extensions, the authors show how to substantially increase achievable solution quality. They also describe structure identification using HeuristicLab as a platform for algorithm development. Software, dynamical presentations of representative test runs, and more are available on a supplementary website.

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