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Advances in Evolutionary Algorithms: Theory, Design and Practice

โœ Scribed by Chang Wook Ahn


Publisher
Springer
Year
2006
Tongue
English
Leaves
179
Series
Studies in Computational Intelligence
Edition
1
Category
Library

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โœฆ Synopsis


Every real-world problem from economic to scientific and engineering fields is ultimately confronted with a common task, viz., optimization. Genetic and evolutionary algorithms (GEAs) have often achieved an enviable success in solving optimization problems in a wide range of disciplines. The goal of this book is to provide effective optimization algorithms for solving a broad class of problems quickly, accurately, and reliably by employing evolutionary mechanisms. In this regard, five significant issues have been investigated: * Bridging the gap between theory and practice of GEAs, thereby providing practical design guidelines. * Demonstrating the practical use of the suggested road map. * Offering a useful tool to significantly enhance the exploratory power in time-constrained and memory-limited applications. * Providing a class of promising procedures that are capable of scalably solving hard problems in the continuous domain. * Opening an important track for multiobjective GEA research that relies on decomposition principle. This book serves to play a decisive role in bringing forth a paradigm shift in future evolutionary computation.

โœฆ Table of Contents


7.3 Concluding Remarks......Page 0
Preface......Page 6
Acknowledgements......Page 8
Abbreviations......Page 9
Contents......Page 11
1 Introduction......Page 14
1.1 Motivation......Page 15
1.2 Objectives......Page 16
1.3 Outline......Page 17
2 Practical Genetic Algorithms......Page 19
3 Real-World Application: Routing Problem......Page 35
4 Elitist Compact Genetic Algorithms......Page 56
5 Real-coded Bayesian Optimization Algorithm......Page 95
6 Multiobjective Real-coded Bayesian Optimization Algorithm......Page 135
7 Conclusions......Page 162
References......Page 167
Index......Page 175


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In comparing this book with, say Goldberg's "Genetic Algorithms..." (may be the most popular genetic algorithms text), this book reads more like a German habilitation thesis (which I imagine it may have served as such), where as Goldberg's book seems more of a light introduction for the mathematical