Metaheuristic procedures for training neural networks

著者

    • Alba, Enrique
    • Martí, Rafael

書誌事項

Metaheuristic procedures for training neural networks

edited by Enrique Alba and Rafael Martí

(Operations research/computer science interface series, 35)

Springer, c2006

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注記

Includes bibliographical references and index

内容説明・目次

内容説明

This book provides successful implementations of metaheuristic methods for neural network training. It is the first book to achieve this objective. Moreover, the basic principles and fundamental ideas given in the book will allow the readers to create successful training methods on their own. Overall, the book's aim is to provide a broad coverage of the concepts, methods, and tools of the important area of ANNs within the realm of continuous optimization.

目次

Classical Training Methods.- Local Search Based Methods.- Simulated Annealing.- Tabu Search.- Variable Neighbourhood Search.- Population Based Methods.- Estimation of Distribution Algorithms.- Genetic Algorithms.- Scatter Search.- Other Advanced Methods.- Ant Colony Optimization.- Cooperative Coevolutionary Methods.- Greedy Randomized Adaptive Search Procedures.- Memetic Algorithms.

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詳細情報

  • NII書誌ID(NCID)
    BA78443637
  • ISBN
    • 0387334157
  • LCCN
    2006924376
  • 出版国コード
    us
  • タイトル言語コード
    eng
  • 本文言語コード
    eng
  • 出版地
    New York
  • ページ数/冊数
    xi, 252 p.
  • 大きさ
    25 cm
  • 親書誌ID
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