Support Vector Machines - Couverture rigide

Deng, Naiyang; Tian, Yingjie; Zhang, Chunhua

Couverture rigide

ISBN 10 : 143985792X ISBN 13 : 9781439857922

Editeur : Chapman and Hall/CRC, 2013

Synopsis

Enabling a sound understanding of SVMs, this book gives readers the tools to solve real-world problems using SVMs. It presents an accessible treatment of the two main components of SVMs-classification problems and regression problems. The authors emphasize the close connection between optimization theory and SVMs since optimization is one of the pillars on which SVMs are built. They construct SVMs for semi-supervised, knowledge-based, and robust classification problems. They also cover SVMs for Universum, privileged, multi-class, multi-instance, and multi-label classification problems.

A propos du livre

À propos de l?auteur

Naiyang Deng, Yingjie Tian, Chunhua Zhang

Détails de l'édition

• Éditeur: Chapman and Hall/CRC
• Date d'édition: 2013
• Langue: anglais
• ISBN 10: 143985792X
• ISBN 13: 9781439857922
• Reliure: Relié
• Nombre de pages: 364
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible