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Theoretical Aspects of Evolutionary Computing Book

Theoretical Aspects of Evolutionary Computing
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Theoretical Aspects of Evolutionary Computing, 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, Theoretical Aspects of Evolutionary Computing
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  • Theoretical Aspects of Evolutionary Computing
  • Written by author Kallel, Leila, Naudts, Bart, Rogers, Alex
  • Published by Springer-Verlag New York, LLC, 12/7/2010
  • 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 Optimisation 1
Evolutionary Algorithms and Constraint Satisfaction: Definitions, Survey, Methodology, and Research Directions 13
The Dynamical Systems Model of the Simple Genetic Algorithm 31
Modelling Genetic Algorithm Dynamics 59
Statistical Mechanics Theory of Genetic Algorithms 87
Theory of Evolution Strategies - A Tutorial 109
Evolutionary Algorithms: From Recombination to Search Distributions 135
Properties of Fitness Functions and Search Landscapes 175
A Solvable Model of a Hard Optimisation Problem 207
Bimodal Performance Profile of Evolutionary Search and the Effects of Crossover 223
Evolution Strategies in Noisy Environments - A Survey of Existing Work 239
Cyclic Attractors and Quasispecies Adaptability 251
Genetic Algorithms in Time-Dependent Environments 261
Statistical Machine Learning and Combinatorial Optimization 287
Multi-Parent Scanning Crossover and Genetic Drift 307
Harmonic Recombination for Evolutionary Computation 331
How to Detect all Maxima of a Function 343
On Classification of Fitness Functions 371
Genetic Search on Highly Symmetric Solution Spaces: Preliminary Results 387
Structure Optimization and Isomorphisms 409
Detecting Spin-Flip Symmetry in Optimization Problems 423
Asymptotic Results for Genetic Algorithms with Applications to Nonlinear Estimation 439
Index 495


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Theoretical Aspects of Evolutionary Computing, 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, Theoretical Aspects of Evolutionary Computing

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Theoretical Aspects of Evolutionary Computing, 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, Theoretical Aspects of Evolutionary Computing

Theoretical Aspects of Evolutionary Computing

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Theoretical Aspects of Evolutionary Computing, 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, Theoretical Aspects of Evolutionary Computing

Theoretical Aspects of Evolutionary Computing

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