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Foundations of Genetic Algorithms 1991 (FOGA 1), Vol. 1 Book

Foundations of Genetic Algorithms 1991 (FOGA 1), Vol. 1
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Foundations of Genetic Algorithms 1991 (FOGA 1), Vol. 1, , Foundations of Genetic Algorithms 1991 (FOGA 1), Vol. 1
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  • Foundations of Genetic Algorithms 1991 (FOGA 1), Vol. 1
  • Written by author Gregory J.E. Rawlins
  • Published by Elsevier Science & Technology Books, June 1991
Buy Digital  USD$99.99

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Book Categories

Authors

Introduction1
Pt. 1Genetic Algorithm Hardness
The Nonuniform Walsh-Schema Transform13
Epistasis Variance: A Viewpoint on GA-Hardness23
Deceptiveness and Genetic Algorithm Dynamics36
Pt. 2Selection and Convergence
An Extension to the Theory of Convergence and a Proof of the Time Complexity of Genetic Algorithms53
A Comparative Analysis of Selection Schemes Used in Genetic Algorithms69
A Study of Reproduction in Generational and Steady State Genetic Algorithms94
Spurious Correlations and Premature Convergence in Genetic Algorithms102
Pt. 3Classifier Systems
Representing Attribute-Based Concepts in a Classifier System115
Quasimorphisms or Queasymorphisms? Modeling Finite Automaton Environments128
Variable Default Hierarchy Separation in a Classifier System148
Pt. 4Coding and Representation
A Hierarchical Approach to Learning the Boolean Multiplexer Function171
A Grammar-Based Genetic Algorithm193
Genetic Algorithms for Real Parameter Optimization205
Pt. 5Framework Issues
Fundamental Principles of Deception in Genetic Search221
Isomorphisms of Genetic Algorithms242
Conditions for Implicit Parallelism252
Pt. 6Variation and Recombination
The CHC Adaptive Search Algorithm: How to Have Safe Search When Engaging in Nontraditional Genetic Recombination265
Genetic Operators for Sequencing Problems284
An Analysis of Multi-Point Crossover301
Evolution in Time and Space - The Parallel Genetic Algorithm316
Author Index339
Key Word Index341


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