Foundations of Genetic Algorithms 1991 (FOGA 1)
Morgan Kaufmann Publishers In (Verlag)
978-1-55860-170-3 (ISBN)
This book compiles research papers on selection and convergence, coding and representation, problem hardness, deception, classifier system design, variation and recombination, parallelization, and population divergence. Other topics include the non-uniform Walsh-schema transform; spurious correlations and premature convergence in genetic algorithms; and variable default hierarchy separation in a classifier system. The grammar-based genetic algorithm; conditions for implicit parallelism; and analysis of multi-point crossover are also elaborated. This text likewise covers the genetic algorithms for real parameter optimization and isomorphisms of genetic algorithms. This publication is a good reference for students and researchers interested in genetic algorithms.
Part 1: Genetic Algorithm Hardness
The Nonuniform Walsh-Schema Transform
Epistasis Variance: A Viewpoint on GA-Hardness
Deceptiveness and Genetic Algorithm Dynamics
Part 2: Selection and Convergence
An Extension to the Theory of Convergence and a Proof of the Time Complexity of Genetic Algorithms
A Comparative Analysis of Selection Schemes Used in Genetic Algorithms
A Study of Reproduction in Generational and Steady State Genetic Algorithms
Spurious Correlations and Premature Convergence in Genetic Algorithms
Part 3: Classifier Systems
Representing Attribute-Based Concepts in a Classifier System
Quasimorphisms or Queasymorphisms? Modeling Finite Automaton Environments
Variable Default Hierarchy Separation in a Classifier System
Part 4: Coding and Representation
A Hierarchical Approach to Learning the Boolean Multiplexer Function
A Grammar-Based Genetic Algorithm
Genetic Algorithms for Real Parameter Optimization
Part 5: Framework Issues
Fundamental Principles of Deception in Genetic Search
Isomorphisms of Genetic Algorithms
Conditions for Implicit Parallelism
Part 6: Variation and Recombination
The CHC Adaptive Search Algorithm: How to Have Safe Search When Engaging in Nontraditional Genetic Recombination
Genetic Operators for Sequencing Problems
An Analysis of Multi-Point Crossover
Evolution in Time and Space—The Parallel Genetic Algorithm
Author Index
Key Word Index
Erscheint lt. Verlag | 1.9.1991 |
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Reihe/Serie | Foundations of Genetic Algorithms |
Verlagsort | San Francisco |
Sprache | englisch |
Maße | 159 x 241 mm |
Gewicht | 640 g |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
ISBN-10 | 1-55860-170-8 / 1558601708 |
ISBN-13 | 978-1-55860-170-3 / 9781558601703 |
Zustand | Neuware |
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