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Adaptive Learning of Polynomial Networks By Nikolay Nikolaev

Adaptive Learning of Polynomial Networks by Nikolay Nikolaev

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Summary

This book delivers theoretical and practical knowledge for developing algorithms that infer linear and non-linear multivariate models, providing a methodology for inductive learning of polynomial neural network models (PNN) from data.

This book will be specially printed for your order, which means it may take a little longer to arrive (5 days). We do this to cut down on waste & to help protect our planet.

Adaptive Learning of Polynomial Networks Summary

Adaptive Learning of Polynomial Networks: Genetic Programming, Backpropagation and Bayesian Methods by Nikolay Nikolaev

This book delivers theoretical and practical knowledge for developing algorithms that infer linear and non-linear multivariate models, providing a methodology for inductive learning of polynomial neural network models (PNN) from data. The text emphasizes an organized model identification process by which to discover models that generalize and predict well. The book further facilitates the discovery of polynomial models for time-series prediction.

Adaptive Learning of Polynomial Networks Reviews

From the reviews:

"This book describes induction of polynomial neural networks from data. ... This book may be used as a textbook for an advanced course on special topics of machine learning." (Jerzy W. Grzymala-Busse, Zentralblatt MATH, Vol. 1119 (21), 2007)

Table of Contents

Inductive Genetic Programming.- Tree-Like PNN Representations.- Fitness Functions and Landscapes.- Search Navigation.- Backpropagation Techniques.- Temporal Backpropagation.- Bayesian Inference Techniques.- Statistical Model Diagnostics.- Time Series Modelling.- Conclusions.

Additional information

NLS9781441940605
9781441940605
144194060X
Adaptive Learning of Polynomial Networks: Genetic Programming, Backpropagation and Bayesian Methods by Nikolay Nikolaev
New
Paperback
Springer-Verlag New York Inc.
2011-02-11
316
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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Customer Reviews - Adaptive Learning of Polynomial Networks