عنوان
پدید آورنده
موضوع
رده
Q327 .D86 2007eb
Q327
.
D86
2007eb
کتابخانه
محل استقرار
0470148144
0470148152
9780470148143
9780470148150
0471741086
9780471741084
b748481
A statistical approach to neural networks for pattern recognition /
[Book]
Robert A. Dunne.
Chichester :
Wiley,
©2007.
1 online resource (xvii, 268 pages) :
illustrations
Includes bibliographical references and index.
A Statistical Approach to Neural Networks for Pattern Recognition; Contents; Notation and Code Examples; Preface; Acknowledgments; 1 Introduction; 2 The Multi-Layer Perceptron 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 Curves 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.
0
This book presents a statistical treatment of the Multilayer Perceptron (MLP), which is the most widely used of the neural network models, in a language that is familiar to practicing statisticians. Questions arise when statisticians are first confronted with such a model, and this book's aim is to provide thorough answers. The following are a few questions that are considered in this book and are explored: how robust is the model to outliers, could the model be made more robust, which points will have a high leverage, what are good starting values for the fitting algorithm, etc. Discussions i.
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002.
Wiley InterScience
10.1002/9780470148150
Statistical approach to neural networks for pattern recognition.
0471741086
Neural networks (Computer science)
Perceptrons.
Perceptrons.
Réseaux neuronaux (Informatique)
COMPUTERS-- Neural Networks.
Neural networks (Computer science)
Perceptrons.
COM-- 044000
006
.
32
22
Q327
.
D86
2007eb
Dunne, Robert A.
20201204083107.0
pn
مطالعه متن کتاب [Book]
Y
