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 FNN Training Algorithms. Simultaneous perturbation, Backpropagation and Tunneling methods Neural Networks:
Наименование:

FNN Training Algorithms. Simultaneous perturbation, Backpropagation and Tunneling methods Neural Networks:

автор Thangairulappan K. издательство Книга по Требованию Книги
Cтраниц 172        мягкая обложка       
Аннотация:Simultaneous Perturbation with Stochastic approximation (SPSA) is such a successful optimization method. This book discusses different neural network learning algorithms to solve classification and non-linear function approximation problems with the combination of simultaneous perturbation, dynamic tunneling techniques, modified back propagation, and neighborhood approach with adaptive learning parameters. SPSA provides its power and relative ease of use in difficult multivariate optimization problems and the underlying gradient approximation that requires only two objective function measurements per iteration regardless of the dimension of the optimization problem. Artificial neural networks (ANN) are popular machine learning tools that are widely used to solve problems like function approximation, time series prediction, medical diagnosis, character recognition and several optimization problems in various domains of science and engineering. Efficiency of these algorithms has been discussed with detailed simulation results for different problems. While training ANN, it is essential to have a better optimization method for faster convergence.
Автор: Thangairulappan K.
Издательство: Книга по Требованию
Год:2010
Цена:
2625 руб
Нет в наличии
Поиск: FNN Training Algorithms. Simultaneous perturbation, Backpropagation and Tunneling methods Neural Networks:
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