| Description |
1 online resource (xxi, 415 pages) : illustrations |
| Series |
NATO science series. Series III, Computer and systems sciences, 1387-6694 ; v. 190 |
|
NATO science series. Series III, Computer and systems sciences ; v. 190. 1387-6694
|
| 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 |
| Summary |
This text details advances in learning theory that relate to problems studied in neural networks, machine learning, mathematics and statistics |
| Notes |
"Proceedings of the NATO Advanced Study Institute on Learning Theory and Practice, 8-19 July 2002, Leuven, Belgium"--Title page verso |
|
"Published in cooperation with NATO Scientific Affairs Division." |
| Bibliography |
Includes bibliographical references and indexes |
| Notes |
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. http://purl.oclc.org/DLF/benchrepro0212 MiAaHDL |
|
Print version record |
|
digitized 2011 HathiTrust Digital Library committed to preserve pda MiAaHDL |
| Subject |
Computational learning theory -- Congresses
|
|
Machine learning -- Mathematical models -- Congresses
|
|
COMPUTERS -- Enterprise Applications -- Business Intelligence Tools.
|
|
COMPUTERS -- Intelligence (AI) & Semantics.
|
|
Computational learning theory
|
|
Machine learning -- Mathematical models
|
| Genre/Form |
Conference papers and proceedings
|
| Form |
Electronic book
|
| Author |
Suykens, Johan A. K
|
| ISBN |
1586033417 |
|
9781586033415 |
|
427490587X |
|
9784274905872 |
|
1417511397 |
|
9781417511396 |
|
1601294018 |
|
9781601294012 |
|
