Advances in learning theory : methods, models, and applications / edited by Johan Suykens ... [et al.].

Format:

Book

Conference/Event

Contributor:

Suykens, Johan A. K.

Conference Name:

NATO Advanced Study Institute on Learning Theory and Practice (2002 : Louvain, Belgium)

Series:

NATO science series. Computer and systems sciences ; Series III, v. 190.

NATO science series. Series III, Computer and systems sciences, 1387-6694 ; v. 190

Language:

English

Subjects (All):

Computational learning theory--Congresses.

Computational learning theory.

Machine learning--Mathematical models--Congresses.

Machine learning.

Physical Description:

1 online resource (438 p.)

Edition:

1st ed.

Place of Publication:

Amsterdam ; Washington, DC : IOS Press ; Tokyo : Ohmsha, c2003.

Language Note:

English

Summary:

This text details advances in learning theory that relate to problems studied in neural networks, machine learning, mathematics and statistics.

Contents:

Cover; Title page; Preface; Organizing committee; List of chapter contributors; Contents; 1 An Overview of Statistical Learning Theory; 2 Best Choices for Regularization Parameters in Learning Theory: On the Bias-Variance Problem; 3 Cucker Smale Learning Theory in Besov Spaces; 4 High-dimensional Approximation by Neural Networks; 5 Functional Learning through Kernels; 6 Leave-one-out Error and Stability of Learning Algorithms with Applications; 7 Regularized Least-Squares Classification; 8 Support Vector Machines: Least Squares Approaches and Extensions

9 Extension of the ν-SVM Range for Classification10 Kernels Methods for Text Processing; 11 An Optimization Perspective on Kernel Partial Least Squares Regression; 12 Multiclass Learning with Output Codes; 13 Bayesian Regression and Classification; 14 Bayesian Field Theory: from Likelihood Fields to Hyperfields; 15 Bayesian Smoothing and Information Geometry; 16 Nonparametric Prediction; 17 Recent Advances in Statistical Learning Theory; 18 Neural Networks in Measurement Systems (an engineering view); List of participants; Subject Index; Author Index

Notes:

"Proceedings of the NATO Advanced Study Institute on Learning Theory and Practice, 8-19 July 2002, Leuven, Belgium"--T.p. verso.

"Published in cooperation with NATO Scientific Affairs Division."

Includes bibliographical references and indexes.

ISBN:

1-280-50590-7

9786610505906

1-4175-1139-7

600-00-0332-3

1-60129-401-8

OCLC:

191037932