عنوان
پدید آورنده
موضوع
رده
Q327 .D86 2007eb
Q327
.
D86
2007eb
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
0470148144
(Number (ISBN
0470148152
(Number (ISBN
9780470148143
(Number (ISBN
9780470148150
Erroneous ISBN
0471741086
Erroneous ISBN
9780471741084
NATIONAL BIBLIOGRAPHY NUMBER
Number
b748481
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
A statistical approach to neural networks for pattern recognition /
General Material Designation
[Book]
First Statement of Responsibility
Robert A. Dunne.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Chichester :
Name of Publisher, Distributor, etc.
Wiley,
Date of Publication, Distribution, etc.
©2007.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (xvii, 268 pages) :
Other Physical Details
illustrations
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and index.
CONTENTS NOTE
Text of Note
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
SUMMARY OR ABSTRACT
Text of Note
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.
SYSTEM REQUIREMENTS NOTE (ELECTRONIC RESOURCES)
Text of Note
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.
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
Wiley InterScience
Stock Number
10.1002/9780470148150
OTHER EDITION IN ANOTHER MEDIUM
Title
Statistical approach to neural networks for pattern recognition.
International Standard Book Number
0471741086
TOPICAL NAME USED AS SUBJECT
Neural networks (Computer science)
Perceptrons.
Perceptrons.
Réseaux neuronaux (Informatique)
COMPUTERS-- Neural Networks.
Neural networks (Computer science)
Perceptrons.
(SUBJECT CATEGORY (Provisional
COM-- 044000
DEWEY DECIMAL CLASSIFICATION
Number
006
.
32
Edition
22
LIBRARY OF CONGRESS CLASSIFICATION
Class number
Q327
Book number
.
D86
2007eb
PERSONAL NAME - PRIMARY RESPONSIBILITY
Dunne, Robert A.
ORIGINATING SOURCE
Date of Transaction
20201204083107.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
