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An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
Language: en
Pages: 216
Authors: Nello Cristianini
Categories: Computers
Type: BOOK - Published: 2000-03-23 - Publisher: Cambridge University Press

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This is a comprehensive introduction to Support Vector Machines, a generation learning system based on advances in statistical learning theory.
Learning with Kernels
Language: en
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Authors: Bernhard Scholkopf
Categories: Computers
Type: BOOK - Published: 2018-06-05 - Publisher: MIT Press

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A comprehensive introduction to Support Vector Machines and related kernel methods. In the 1990s, a new type of learning algorithm was developed, based on resul
Kernel Methods for Pattern Analysis
Language: en
Pages: 520
Authors: John Shawe-Taylor
Categories: Computers
Type: BOOK - Published: 2004-06-28 - Publisher: Cambridge University Press

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Support Vector Machines
Language: en
Pages: 611
Authors: Ingo Steinwart
Categories: Computers
Type: BOOK - Published: 2008-09-15 - Publisher: Springer Science & Business Media

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Every mathematical discipline goes through three periods of development: the naive, the formal, and the critical. David Hilbert The goal of this book is to expl
Machine Learning with SVM and Other Kernel Methods
Language: en
Pages: 495
Authors: K.P. Soman
Categories: Computers
Type: BOOK - Published: 2009-02-02 - Publisher: PHI Learning Pvt. Ltd.

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Support vector machines (SVMs) represent a breakthrough in the theory of learning systems. It is a new generation of learning algorithms based on recent advance