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Least Squares Support Vector Machines by Tony Van Gestel, Joos Vandewalle, Johan A. K. Suykens, Jos De Brabanter and Bart De Moor (2002, Hardcover)

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This book focuses on Least Squares Support Vector Machines (LS-SVMs) which are reformulations to standard SVMs. LS-SVMs are closely related to regularization networks and Gaussian processes but additionally emphasize and exploit primal-dual interpretations from optimization theory. The authors explain the natural links between LS-SVM classifiers and kernel Fisher discriminant analysis. Bayesian inference of LS-SVM models is discussed, together with methods for imposing sparseness and employing robust statistics.The framework is further extended towards unsupervised learning by considering PCA analysis and its kernel version as a one-class modelling problem. This leads to new primal-dual support vector machine formulations for kernel PCA and kernel CCA analysis. Furthermore, LS-SVM formulations are given for recurrent networks and control. In general, support vector machines may pose heavy computational challenges for large data sets. For this purpose, a method of fixed size LS-SVM is proposed where the estimation is done in the primal space in relation to a Nystr m sampling with active selection of support vectors. The methods are illustrated with several examples.

Product Identifiers

Publisher
World Industries Scientific Publishing Co Pte LTD
ISBN-10
9812381511
ISBN-13
9789812381514
eBay Product ID (ePID)
2385944

Product Key Features

Author
Johan A. K. Suykens, Jos De Brabanter, JOOS Vandewalle, Bart De Moor, Tony Van Gestel
Publication Name
Least Squares Support Vector Machines
Format
Hardcover
Language
English
Publication Year
2002
Type
Textbook
Number of Pages
308 Pages

Dimensions

Item Weight
0 Oz

Additional Product Features

Lc Classification Number
Q325.5
Target Audience
Scholarly & Professional
Topic
Probability & Statistics / General, Neural Networks
Genre
Computers, Mathematics

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item 1 Least Squares Support Vector Machines by Johan A K Suykens: New
$124.40
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item 2 Joseph De Brabanter Johan A K Suykens Least Squares Supp (Hardback) (UK IMPORT)
$162.96
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Picture 1 of 1

Least Squares Support Vector Machines by Tony Van Gestel, Joos Vandewalle, Johan A. K. Suykens, Jos De Brabanter and Bart De Moor (2002, Hardcover)

About this product

Product Information

Product Identifiers

Product Key Features

Dimensions

Additional Product Features

All listings for this product

item 1 Least Squares Support Vector Machines by Johan A K Suykens: New

item 2 Joseph De Brabanter Johan A K Suykens Least Squares Supp (Hardback) (UK IMPORT)

Best Selling in Textbooks

Diagnostic and Statistical Manual of Mental Disorders DSM-5-TR by American Psychiatric Association (2022, Trade Paperback)

Leadership : Theory and Practice by Peter G. Northouse (2021, Trade Paperback, Revised edition)

Self Heal by Design : The Role of Micro-organisms for Health by Barbara O'Neill (2018, Trade Paperback)

Research Design : Qualitative, Quantitative, and Mixed Methods Approaches by J. David Creswell and John W. Creswell (2022, Trade Paperback)

Diagnostic and Statistical Manual of Mental Disorders : DSM-5-TR by American Psychiatric Association (2022, Hardcover)

Cognitive Behavior Therapy : Basics and Beyond by Judith S. Beck (2020, Hardcover)

Encyclopedia of Counseling : Master Review and Tutorial for the National Counselor Examination, State Counseling Exams, and the Counselor Preparation Comprehensive Examination by Howard Rosenthal (2017, Trade Paperback, Revised edition,New Edition)

Save on Textbooks

Diagnostic and Statistical Manual of Mental Disorders DSM-5-TR Brand new

IBC 2021 International Building Code, Paperback - Brand New

International Residential Code for One and Two-Family Dwellings 2021 free ship

National Electrical Code (NEC) NFPA 70 2020 Edition Spiral USA STOCK

Publication Manual of the American Psychological Association: 7th Edition, 2020

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