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A Statistical Approach to Neural Networks for Pattern Recognition

Robert A. Dunne
Publisher: 
John Wiley
Publication Date: 
2007
Number of Pages: 
268
Format: 
Hardcover
Series: 
Wiley Series in Computational Statistics
Price: 
90.00
ISBN: 
978-0-471-74108-4
Category: 
Monograph
We do not plan to review this book.

Notation and Code Examples.

Acknowledgments.

1. Introduction.

2. The Multi-Layer Perception Model.

3. Linear Discriminant Analysis.

4. Activation and Penalty Functions.

5. Model Fitting and Evaluation.

6. The Task-Based MLP.

7. Incorporating Spatial Information into an MLP Classifier.

8. Influence Curve for the Multi-Layer Perceptron Classifier.

9. The Sensitivity Curves of the MLP Classifier.

10. A Robust Fitting Procedure for MLP Models.

11. Smoothed Weights.

12. Translation Invariance.

13. Fixed-slope Training.

Appendix A. Function Minimization.

Appendix B. Maximum Values of the Influence Curve.

Topic Index.

Dummy View - NOT TO BE DELETED