Theoretical Aspects of Evolutionary Computing

Leila Kallel, Bart Naudts, Alex Rogers

497 pages, parution le 01/05/2001

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Résumé

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 It combines this with recent, previously unpublished research papers based on the material of the tutorials. The outcome is a book which is self-contained to a large degree, attractive both to graduate students and researchers from other fields who want to get acquainted with the theory of Evolutionary Computing, and to active researchers in the field who can use this book as a reference and a source of recent results.

Contents

Tutorials

Introduction to Evolutionnary Computing in Design Search and Optimisation
Evolutionnary Algorithms and Constraint Satsfation: Definitions, Survey, Methodology, and Research Directions
The Dynamical Systems Model of the Simple Genetic Algorithm
Modelling Genetic Algorithm Dynamics
Stastistical Mechanics Theory of Genetic Algorithms
Theory of Evolution Strategies - A tutorial
Evolutionnary Algorithms: From Recombination to Search Distributions
Properties of Fitness Functions and Search landscapes

Technical Papers

A Solvable Model of a Hard Optimisation Problem
Bimodal Performance Profile of Evolutionnary Search and Effects of Crossover
Evolution Strategies in Noisy Environmants - A Survey of Existing Work
Cyclic Attractors and Quasispecis Adaptability
Genetic Algoritms in Time-Dependent Environments
Stastistical Machine Learning and Combinatorial Optimization
Multi-Parent Scanning Crossover and Genetic Drift
Harmonic Recombination for Evolutionnary Computation
How to Detect all Maxima of a Function
On Classifications of Fitness Functions
Genetic Search on Highly Symmetric Solution Spaces: Preliminary Results
Structure Optimization and Isomorphisms
Detecting Spin-Flip Symmetry in Optimization Problems
Asymptotic Results for Genetic Algorithms with Applications to Nonlinear Estimation

Index

Caractéristiques techniques

	PAPIER
Éditeur(s)	Springer
Auteur(s)	Leila Kallel, Bart Naudts, Alex Rogers
Parution	01/05/2001
Nb. de pages	497
Format	15,5 x 24
Couverture	Relié
Poids	858g
Intérieur	Noir et Blanc
EAN13	9783540673965

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Theoretical Aspects of Evolutionary Computing

Résumé

Caractéristiques techniques

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