The Roots of Backpropagation: From Ordered Derivatives to Neural Networks and Political ForecastingISBN: 978-0-471-59897-8
Hardcover
319 pages
March 1994
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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.
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.