Book Cover
Book
Author Werbos, Paul J. (Paul John), 1947-

Title The roots of backpropagation : from ordered derivatives to neural networks and political forecasting / Paul John Werbos
Published New York : Wiley, [1994]
©1994

Copies

Location Call no. Vol. Availability
 W'PONDS  003.5 Wer/Rob  AVAILABLE
Description xii, 319 pages : illustrations ; 25 cm
Series Adaptive and learning systems for signal processing, communications, and control
Adaptive and learning systems for signal processing, communications, and control.
Contents Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences -- 1. General Introduction and Summary -- 2. Dynamic Feedback, Statistical Estimation, and Systems Optimization: General Techniques -- 3. The Multivariate ARMA(1, 1) Model: Its Significance and Estimation -- 4. Simulation Studies of Techniques of Time-Series Analysis -- 5. General Applications of These Ideas: Practical Hazards and New Possibilities -- 6. Nationalism and Social Communications: A Test Case for Mathematical Approaches -- 7. Forms of Backpropagation for Sensitivity Analysis, Optimization, and Neural Networks -- 8. Backpropagation Through Time: What It Does and How to Do It -- 9. Neurocontrol: Where It Is Going and Why It Is Crucial -- 10. Neural Networks and the Human Mind: New Mathematics Fits Humanistic Insight
Analysis Computers Networks
Notes "A Wiley-Interscience Publication."
Originally presented as the author's thesis (Ph. D.--Harvard, 1974)
Published simultaneously in Canada
Bibliography Includes bibliographical references and index
Subject Neural networks (Computer science)
Prediction theory.
Regression analysis.
LC no. 93023159
ISBN 0471598976 (cloth : alk. paper)