Foundations of Genetic Algorithms 1997 (FOGA 4)

Overview

Proceedings of the Fourth Workshop on Foundations of Genetic Algorithms, held in 1996 at the University of San Diego. FOGA, which alternates with the International Conference on Genetic Algorithms, is sponsored by the International Society for Genetic Algorithms.

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Overview

Proceedings of the Fourth Workshop on Foundations of Genetic Algorithms, held in 1996 at the University of San Diego. FOGA, which alternates with the International Conference on Genetic Algorithms, is sponsored by the International Society for Genetic Algorithms.

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Product Details

  • ISBN-13: 9781558604605
  • Publisher: Elsevier Science & Technology Books
  • Publication date: 3/28/1997
  • Edition description: REVISED
  • Pages: 472
  • Product dimensions: 7.09 (w) x 9.31 (h) x 1.07 (d)

Table of Contents

Introduction 1
Diagonalizing the Simple GA Mixing Matrix 5
A Further Result on the Markov Chain Model of Genetic Algorithms and Its Application to a Simulated Annealing-like Strategy 53
A Search for Counterexamples to Two Conjectures on the Simple Genetic Algorithm 73
Analyzing GAs Using Markov Models with Semantically Ordered and Lumped States 85
Genetic Algorithm Dynamics in a Two-well Potential 101
Noisy Fitness Evaluation in Genetic Algorithms and the Dynamics of Learning 117
Probing Genetic Algorithm Performance of Fitness Landscapes 141
Replicators, Majorization and Genetic Algorithms: New Models and Analytical tools 155
Nonlinearity, Hyperplane Ranking and the Simple Genetic Algorithm 181
Convergence Controlled Variation 203
Fitness Landscape Characterization by Variance of Decompositions 225
Learning Linkage 247
On Searching [alpha]-ary Hypercubes and Related Graphs 263
SEARCH, Blackbox Optimization, And Sample Complexity 291
A Stationary Point Convergence Theory for Evolutionary Algorithms 325
Real Representations 343
A Study of Fixed-Length Subset Recombination 365
Exact Uniform Initialization For Genetic Programming 379
Stochastic Context-Free Grammar Induction with a Genetic Algorithm Using Local Search 409
Fitness Functions for Multiple, Objective Optimization Problems: Combining Preferences with Pareto Rankings 437
Author Index 457
Key Word Index 459
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