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Theoretical Aspects of Evolutionary Computing

Theoretical Aspects of Evolutionary Computing

Leila Kallel, Bart Naudts, Alex Rogers

497 pages, parution le 01/05/2001

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 It combines this with recent, previously unpublished research papers based on the material of the tutorials.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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