Computational Intelligence A Methodological Introduction /

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Computational intelligence (CI) encompasses a range of nature-inspired methods that exhibit intelligent behavior in complex environments. This clearly-structured, classroom-tested textbook/reference presents a methodical introduction to the field of CI. Providing an authoritative insight into all th...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Kruse, Rudolf (Autor), Borgelt, Christian (Autor), Klawonn, Frank (Autor), Moewes, Christian (Autor), Steinbrecher, Matthias (Autor), Held, Pascal (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London : Springer London : Imprint: Springer, 2013.
Edición:1st ed. 2013.
Colección:Texts in Computer Science,
Temas:
Artificial intelligence.
Engineering mathematics.
Engineering > Data processing.
Artificial Intelligence.
Mathematical and Computational Engineering Applications.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Introduction
  • Part I: Neural Networks
  • Introduction
  • Threshold Logic Units
  • General Neural Networks
  • Multi-Layer Perceptrons
  • Radial Basis Function Networks
  • Self-Organizing Maps
  • Hopfield Networks
  • Recurrent Networks
  • Mathematical Remarks
  • Part II: Evolutionary Algorithms
  • Introduction to Evolutionary Algorithms
  • Elements of Evolutionary Algorithms
  • Fundamental Evolutionary Algorithms
  • Special Applications and Techniques
  • Part III: Fuzzy Systems
  • Fuzzy Sets and Fuzzy Logic
  • The Extension Principle
  • Fuzzy Relations
  • Similarity Relations
  • Fuzzy Control
  • Fuzzy Clustering
  • Part IV: Bayes Networks
  • Introduction to Bayes Networks
  • Elements of Probability and Graph Theory
  • Decompositions
  • Evidence Propagation
  • Learning Graphical Models.

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