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A Statistical Approach to Neural Networks for Pattern Recognition Book

A Statistical Approach to Neural Networks for Pattern Recognition
A Statistical Approach to Neural Networks for Pattern Recognition, An accessible and up-to-date treatment featuring the connection between neural networks and statistics
A Statistical Approach to Neural Networks for Pattern Recognition presents a statistical treatment of the Multilayer Perceptron (MLP), which is the m, A Statistical Approach to Neural Networks for Pattern Recognition has a rating of 3 stars
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A Statistical Approach to Neural Networks for Pattern Recognition, An accessible and up-to-date treatment featuring the connection between neural networks and statistics A Statistical Approach to Neural Networks for Pattern Recognition presents a statistical treatment of the Multilayer Perceptron (MLP), which is the m, A Statistical Approach to Neural Networks for Pattern Recognition
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  • A Statistical Approach to Neural Networks for Pattern Recognition
  • Written by author Robert A. Dunne
  • Published by Wiley, John & Sons, Incorporated, July 2007
  • An accessible and up-to-date treatment featuring the connection between neural networks and statistics A Statistical Approach to Neural Networks for Pattern Recognition presents a statistical treatment of the Multilayer Perceptron (MLP), which is the m
  • An accessible and up-to-date treatment featuring the connection between neural networks and statisticsA Statistical Approach to Neural Networks for Pattern Recognition presents a statistical treatment of the Multilayer Perceptron (MLP), which is the
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Authors

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.


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A Statistical Approach to Neural Networks for Pattern Recognition, An accessible and up-to-date treatment featuring the connection between neural networks and statistics
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A Statistical Approach to Neural Networks for Pattern Recognition, An accessible and up-to-date treatment featuring the connection between neural networks and statistics
A Statistical Approach to Neural Networks for Pattern Recognition presents a statistical treatment of the Multilayer Perceptron (MLP), which is the m, A Statistical Approach to Neural Networks for Pattern Recognition

A Statistical Approach to Neural Networks for Pattern Recognition

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A Statistical Approach to Neural Networks for Pattern Recognition, An accessible and up-to-date treatment featuring the connection between neural networks and statistics
A Statistical Approach to Neural Networks for Pattern Recognition presents a statistical treatment of the Multilayer Perceptron (MLP), which is the m, A Statistical Approach to Neural Networks for Pattern Recognition

A Statistical Approach to Neural Networks for Pattern Recognition

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