Table of contents for The roots of backpropagation : from ordered derivatives to neural networks and political forecasting / Paul John Werbos.


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THESIS.
Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences.
Dynamic Feedback, Statistical Estimation, and Systems Optimization: General Techniques.
The Multivariate ARMA(1,1) Model: Its Significance and Estimation.
Simulation Studies of Techniques of Time-Series Analysis.
General Applications of These Ideas: Practical Hazards and New Possibilities.
Nationalism and Social Communications: A Test Case for Mathematical Approaches.
APPLICATIONS AND EXTENSIONS.
Forms of Backpropagation for Sensitivity Analysis, Optimization, and Neural Networks.
Backpropagation Through Time: What It Does and How to Do It.
Neurocontrol: Where It Is Going and Why It Is Crucial.
Neural Networks and the Human Mind: New Mathematics Fits Humanistic Insight.
Index.


Library of Congress subject headings for this publication: Neural networks (Computer science) Regression analysis, Prediction theory