The Mathematical Foundations of Learning Machines

Nils J. Nilsson; Introduction by Terrence J. Sejnowski and Halbert White

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ISBN 10: 1558601236 ISBN 13: 9781558601239

Published by Morgan Kaufmann Publishers, San Mateo, California, 1990

Language: English

Condition: Used - Very good Soft cover

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Bibliographic Details

Title

The Mathematical Foundations of Learning Machines

Publisher

Morgan Kaufmann Publishers, San Mateo, California

Publication Date

1990

Language

English

ISBN 10

1558601236

ISBN 13

9781558601239

Binding

Soft cover

Condition

Very Good

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Synopsis

Book by Nilsson, Nils J.

Review

Research in Neural Networks brings together contributions from computer science, electrical engineering, physics, statistics, cognitive science and neuroscience. By providing a clear exposition of the mathematical ideas that unify this field, Mathematical Foundations of Learning Machines offers the basis of a rigorous and integrated theory of Neural Networks. This seminal book is a recognized classic among Neural Network researchers due to Nilsson's presentation of intuitive geometric and statistical theories. Recent developments in Neural Networks and Artificial Intelligence underscore the importance of the strong theoretical basis for research in these areas. Many of the issues raised in this book still stand as challenges to current efforts, giving new relevance to the importance of proper formulation, analysis, experimentation, and then reformulation. Included in this volume are discussions of special relevance to learning rates, nonparametric training methods, nonlinear network models, and related issues from computation, control theory and statistics. The emphasis on deterministic methods for solving classification problems is an excellent starting point for readers interested in the probabilistic studies which are now at the forefront of Neural Networks research. Anyone interested in the foundations of Neural Networks and learning in parallel distributed processing systems will find this a valuable book. -- Book Description

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