Genetic Algorithms + Data Structures = Evolution Programs /

Genetic algorithms are founded upon the principle of evolution, i.e., survival of the fittest. Hence evolution programming techniques, based on genetic algorithms, are applicable to many hard optimization problems, such as optimization of functions with linear and nonlinear constraints, the travelin...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Michalewicz, Zbigniew
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg, 1994.
Edición:Second, Extended edition.
Temas:
Computer science.
Software engineering.
Artificial intelligence.
Algorithms.
Numerical analysis.
Operations research.
Electronic Data Processing
Artificial Intelligence
Algorithms
Operations Research
Informatique.
Génie logiciel.
Intelligence artificielle.
Algorithmes.
Analyse numérique.
Recherche opérationnelle.
artificial intelligence.
algorithms.
Artificial intelligence
Computer science
Numerical analysis
Operations research
Software engineering
Acceso en línea:Texto completo
Tabla de Contenidos:
  • I. Genetic Algorithms
  • 1 GAs: What Are They?
  • 2 GAs: How Do They Work?
  • 3 GAs: Why Do They Work?
  • 4 GAs: Selected Topics
  • II. Numerical Optimization
  • 5 Binary or Float?
  • 6 Fine Local Tuning
  • 7 Handling Constraints
  • 8 Evolution Strategies and Other Methods
  • III. Evolution Programs
  • 9 The Transportation Problem
  • 10 The Traveling Salesman Problem
  • 11 Drawing Graphs, Scheduling, Partitioning, and Path Planning
  • 12 Machine Learning
  • Conclusions
  • References.

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