Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series) - Hardcover

Tian, Yingjie; Deng, Naiyang; Zhang, Chunhua

Hardcover

ISBN 10: 143985792X ISBN 13: 9781439857922

Verlag: Chapman and Hall/CRC, 2013

Inhaltsangabe

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.

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Naiyang Deng, Yingjie Tian, Chunhua Zhang

Details zur Ausgabe

• Verlag: Chapman and Hall/CRC
• Erscheinungsdatum: 2013
• Sprache: Englisch
• ISBN 10: 143985792X
• ISBN 13: 9781439857922
• Einband: Tapa dura
• Auflage: 1
• Anzahl der Seiten: 364
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar