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The Roots of Backpropagation: From Ordered Derivatives to Neural Networks and Political Forecasting

ISBN: 978-0-471-59897-8
Hardcover
319 pages
March 1994
List Price: US $205.00
Government Price: US $141.40
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The Roots of Backpropagation: From Ordered Derivatives to Neural Networks and Political Forecasting  (0471598976) cover image
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THESIS.

Beyond Regression: New Tools for Prediction and Analysis in theBehavioral Sciences.

Dynamic Feedback, Statistical Estimation, and Systems Optimization:General Techniques.

The Multivariate ARMA(1,1) Model: Its Significance andEstimation.

Simulation Studies of Techniques of Time-Series Analysis.

General Applications of These Ideas: Practical Hazards and NewPossibilities.

Nationalism and Social Communications: A Test Case for MathematicalApproaches.

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 HumanisticInsight.

Index.
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