Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond - Couverture rigide

Scholkopf, Bernhard; Smola, Alexander J.

 
9780262194754: Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
Couverture rigide
ISBN 10 : 0262194759 ISBN 13 : 9780262194754
Editeur : The MIT Press, 2001

Synopsis

A comprehensive introduction to Support Vector Machines and related kernel methods.

In the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Machine (SVM). This gave rise to a new class of theoretically elegant learning machines that use a central concept of SVMs—-kernels—for a number of learning tasks. Kernel machines provide a modular framework that can be adapted to different tasks and domains by the choice of the kernel function and the base algorithm. They are replacing neural networks in a variety of fields, including engineering, information retrieval, and bioinformatics.

Learning with Kernels provides an introduction to SVMs and related kernel methods. Although the book begins with the basics, it also includes the latest research. It provides all of the concepts necessary to enable a reader equipped with some basic mathematical knowledge to enter the world of machine learning using theoretically well-founded yet easy-to-use kernel algorithms and to understand and apply the powerful algorithms that have been developed over the last few years.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Bernhard Schölkopf is Director at the Max Planck Institute for Intelligent Systems in Tübingen, Germany. He is coauthor of Learning with Kernels (2002) and is a coeditor of Advances in Kernel Methods: Support Vector Learning (1998), Advances in Large-Margin Classifiers (2000), and Kernel Methods in Computational Biology (2004), all published by the MIT Press.

Alexander J. Smola is Senior Principal Researcher and Machine Learning Program Leader at National ICT Australia/Australian National University, Canberra.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
The MIT Press
Date d'édition
2001
Langue
anglais
ISBN 10 
0262194759
ISBN 13 
9780262194754
Reliure
Relié
Nombre de pages
648
Coordonnées du fabricant
non disponible
Personne responsable
non disponible

Autres éditions populaires du même titre

9780262536578: Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

Edition présentée

ISBN 10 :  0262536579 ISBN 13 :  9780262536578
Editeur : MIT Press, 2018
Couverture souple