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Paul John Werbos

The Roots of Backpropagation

From Ordered Derivatives to Neural Networks and Political Forecasting

€ 217.95



Taal / Language : English

Inhoudsopgave:
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.
Extra informatie: 
Hardback
320 pagina's
Januari 1994
608 gram
242 x 181 x 24 mm
Wiley-Blackwell us


Levertijd: 5 tot 11 werkdagen