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Titolo: |
Advances in learning theory : methods, models, and applications / / edited by Johan Suykens ... [et al.]
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Pubblicazione: | Amsterdam ; ; Washington, DC, : IOS Press |
Tokyo, : Ohmsha, c2003 | |
Edizione: | 1st ed. |
Descrizione fisica: | 1 online resource (438 p.) |
Disciplina: | 006.3/1 |
Soggetto topico: | Computational learning theory |
Machine learning - Mathematical models | |
Altri autori: |
SuykensJohan A. K
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Note generali: | "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." | |
Nota di bibliografia: | Includes bibliographical references and indexes. |
Nota di contenuto: | 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 | |
Sommario/riassunto: | This text details advances in learning theory that relate to problems studied in neural networks, machine learning, mathematics and statistics. |
Titolo autorizzato: | Advances in learning theory ![]() |
ISBN: | 1-280-50590-7 |
9786610505906 | |
1-4175-1139-7 | |
600-00-0332-3 | |
1-60129-401-8 | |
Formato: | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione: | Inglese |
Record Nr.: | 9910814308603321 |
Lo trovi qui: | Univ. Federico II |
Opac: | Controlla la disponibilitĂ qui |