Advanced Algorithms for Neural Networks
A C++ Sourcebook
Published on 17. April 1995
Book
Mixed media product
XVI, 432 pages
978-0-471-10588-6 (ISBN)
Description
Neural networks are intelligent computer systems that simulate human thought processes. This study explores the practical applications of several neural networks and their related algorithms. Each section of the text includes full examples, information about performance validation of the networks, and full C++ source code for all algorithms.
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Content
Deterministic Optimization; Stochastic Optimization; Hybrid Training Algorithms; Probabilistic Neural Networks I: Introduction; Probabilistic Neural Networks II: Advanced Techniques; Generalized Regression; The Gram-Charlier Neural Network; Dimension Reduction and Orthogonalization; Assessing Generalization Ability; Using the PNN Program.