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Computational intelligence an introduction

Andries P Engelbrecht

Chichester, West Sussex, England J. Wiley Hoboken, NJ c2007

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  • Título:
    Computational intelligence an introduction
  • Autor: Andries P Engelbrecht
  • Assuntos: Computational intelligence; Neural networks (Computer science); Evolutionary programming (Computer science); INTELIGÊNCIA ARTIFICIAL; REDES NEURAIS; Artificial intelligence; Electrical & electronic engineering
  • Notas: Includes bibliographical references and index
  • Descrição: Contents: Pt. I. Introduction -- 1. Introduction to computational intelligence -- Pt. II. Artificial neural networks -- 2. The artificial neuron -- 3. Supervised learning neural networks -- 4. Unsupervised learning neural networks -- 5. Radial basis function networks -- 6. Reinforcement learning -- 7. Performance issues (Supervised learning) -- Pt. III. Evolutionary computation -- 8. Introduction to evolutionary computation -- 9. Genetic algorithms -- 10. Genetic programming -- 11. Evolutionary programming -- 12. Evolution strategies -- 13. Differential evolution -- 14. Cultural algorithms -- 15. Coevolution -- Pt. IV. Computational swarm intelligence -- 16. Particle swarm optimization -- 17. Ant algorithms -- Pt. V. Artificial immune systems -- 18. Natural immune system -- 19. Artificial immune models -- Pt. VI. Fuzzy systems -- 20. Fuzzy sets -- 21. Fuzzy logic and reasoning -- 22. Fuzzy controllers -- 23. Rough sets -- A. Optimization theory.
    Summary: "Computational Intelligence: An Introduction offers an in-depth exploration into the adaptive mechanisms that enable intelligent behaviour in complex and changing environments. The main focus of this text is centred on the computational modelling of biological and natural intelligent systems, encompassing swarm intelligence, fuzzy systems, artificial neutral networks, artificial immune systems and evolutionary computation." "Computational Intelligence: An Introduction is essential reading for third and fourth year undergraduate and postgraduate students studying Cl. The first edition has been prescribed by a number of overseas universities and is thus a valuable teaching tool. In addition, it will also be a useful resource for researchers in Computational Intelligence and Artificial Intelligence, as well as engineers, statisticians, operational researchers, and bioinformaticians with an interest in applying Al or Cl to solve problems in their domains."--BOOK JACKET.
  • Títulos relacionados: Série:NetLibrary
  • Editor: Chichester, West Sussex, England J. Wiley Hoboken, NJ
  • Data de criação/publicação: c2007
  • Formato: xxx, 597 p ill 25 cm.
  • Idioma: Inglês
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