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Efficient and Accurate Parallel Genetic Algorithms  - Cantu-Paz, Erik

Efficient and Accurate Parallel Genetic Algorithms

Erik Cantu-Paz

Yayınevi: Kluwer

Yayın tarihi: 11/2000

ISBN: 9780792372219

Ciltli | İngilizce | 184 Sayfa |

Tür: Bilgisayar-Akademik

  • 816,22 TL

Description

As genetic algorithms (GAs) become increasingly popular, they are applied to difficult problems that may require considerable computations. In such cases, parallel implementations of GAs become necessary to reach high-quality solutions in reasonable times. But, even though their mechanics are simple, parallel GAs are complex non-linear algorithms that are controlled by many parameters, which are not well understood. This text is about the design of parallel GAs. It presents theoretical developments that improve our understanding of the effect of the algorithm's parameters on its search for quality and efficiency. These developments are used to formulate guidelines on how to choose the parameter values that minimize the execution time while consistently reaching solutions of high quality. The book can be read in several ways, depending on the readers' interests and their previous knowledge about these algorithms. Newcomers to the field should find the background material in each chapter useful to become acquainted with previous work, and to understand the problems that must be faced to design efficient and reliable algorithms. Potential users of parallel GAs that may have doubts abo

Table of Contents

Preface
Acknowledgments
1 Introduction 1
2 The Gambler's Ruin and Population Sizing 13
3 Master-Slave Parallel GAs 33
4 Bounding Cases of GAs with Multiple Demes 49
5 Markov Chain Models of Multiple Demes 67
6 Migration Rates and Optimal Topologies 81
7 Migration and Selection Pressure 97
8 Fine-Grained and Hierarchical Parallel GAs 121
9 Summary, Extensions, and Conclusions 135
References 145
Index 159

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