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Metaheuristic Procedures for Training Neural Networks by Enrique Alba, Rafael Martí

Metaheuristic Procedures for Training Neural Networks

by Enrique Alba , Rafael Martí
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Book cover type: Hardcover
  • ISBN13: 9780387334158
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 252
  • Original Price: USD 109.99
  • Language: English
  • Edition: 2006
  • Item Weight: 558 grams
  • BISAC Subject(s): Operations Research

Metaheuristic Procedures For Training Neural Networks provides successful implementations of metaheuristic methods for neural network training. Moreover, the basic principles and fundamental ideas given in the book will allow the readers to create successful training methods on their own. Apart from Chapter 1, which reviews classical training methods, the chapters are divided into three main categories. The first one is devoted to local search based methods, including Simulated Annealing, Tabu Search, and Variable Neighborhood Search. The second part of the book presents population based methods, such as Estimation Distribution algorithms, Scatter Search, and Genetic Algorithms. The third part covers other advanced techniques, such as Ant Colony Optimization, Co-evolutionary methods, GRASP, and Memetic algorithms. Overall, the book's objective is engineered to provide a broad coverage of the concepts, methods, and tools of this important area of ANNs within the realm of continuous optimization.

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