ISBN-10:
0471135348
ISBN-13:
9780471135340
Pub. Date:
03/15/1996
Publisher:
Wiley
Pattern Classification: A Unified View of Statistical and Neural Approaches / Edition 1

Pattern Classification: A Unified View of Statistical and Neural Approaches / Edition 1

by Jurgen Schurmann

Hardcover

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Product Details

ISBN-13: 9780471135340
Publisher: Wiley
Publication date: 03/15/1996
Pages: 392
Product dimensions: 6.38(w) x 9.55(h) x 0.92(d)

About the Author

JÜRGEN SCHÜRMANN is head of the Pattern Understanding Group at the Daimler-Benz Research Center in Ulm, Germany, and teaches at the Technical University of Darmstadt.

Table of Contents

Statistical Decision Theory.

Need for Approximations: Fundamental Approaches.

Classification Based on Statistical Models Determined by First-and-Second Order Statistical Moments.

Classification Based on Mean-Square Functional Approximations.

Polynomial Regression.

Multilayer Perceptron Regression.

Radial Basis Functions.

Measurements, Features, and Feature Section.

Reject Criteria and Classifier Performance.

Combining Classifiers.

Conclusion.

STATMOD Program: Description of ftp Package.

References.

Index.

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