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Theoretical Aspects of Evolutionary Computing Book

Theoretical Aspects of Evolutionary Computing
Theoretical Aspects of Evolutionary Computing, , Theoretical Aspects of Evolutionary Computing has a rating of 3.5 stars
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Theoretical Aspects of Evolutionary Computing, , Theoretical Aspects of Evolutionary Computing
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  • Theoretical Aspects of Evolutionary Computing
  • Written by author Leila Kallel
  • Published by Springer-Verlag New York, LLC, July 2009
  • This book is the first in the field to provide extensive, entry level tutorials to the theory of Evolutionary Computing, covering the main approaches to understanding the dynamics of Evolutionary Algorithms. It combines this with recent, previously unpubl
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Book Categories

Authors

Introduction to Evolutionary Computing in Design Search and Optimisation1
Evolutionary Algorithms and Constraint Satisfaction: Definitions, Survey, Methodology, and Research Directions13
The Dynamical Systems Model of the Simple Genetic Algorithm31
Modelling Genetic Algorithm Dynamics59
Statistical Mechanics Theory of Genetic Algorithms87
Theory of Evolution Strategies - A Tutorial109
Evolutionary Algorithms: From Recombination to Search Distributions135
Properties of Fitness Functions and Search Landscapes175
A Solvable Model of a Hard Optimisation Problem207
Bimodal Performance Profile of Evolutionary Search and the Effects of Crossover223
Evolution Strategies in Noisy Environments - A Survey of Existing Work239
Cyclic Attractors and Quasispecies Adaptability251
Genetic Algorithms in Time-Dependent Environments261
Statistical Machine Learning and Combinatorial Optimization287
Multi-Parent Scanning Crossover and Genetic Drift307
Harmonic Recombination for Evolutionary Computation331
How to Detect all Maxima of a Function343
On Classification of Fitness Functions371
Genetic Search on Highly Symmetric Solution Spaces: Preliminary Results387
Structure Optimization and Isomorphisms409
Detecting Spin-Flip Symmetry in Optimization Problems423
Asymptotic Results for Genetic Algorithms with Applications to Nonlinear Estimation439
Index495


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