An Introduction to Support Vector Machines and Other Kernel-based Learning Methods by John Shawe-Taylor, Nello Cristianini

• An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
• John Shawe-Taylor, Nello Cristianini
• Page: 189
• Format: pdf, ePub, mobi, fb2
• ISBN: 9780521780193
• Publisher: Cambridge University Press

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<p>This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning system based on recent advances in statistical learning theory. Students will find the book both stimulating and accessible, while practitioners will be guided smoothly through the material required for a good grasp of the theory and its applications. The concepts are introduced gradually in accessible and self-contained stages, while the presentation is rigorous and thorough. Pointers to relevant literature and web sites containing software make it an ideal starting point for further study. </p>

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Multiclass Kernel-based Vector Machines Machines. 1. Introduction most support vector learning algorithms have been designed for binary (two class) prob-. An Introduction to Support Vector Machines and Other Kernel-based
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[4] Cristianini, N., and Shawe-Taylor, J. (2000). An Introduction to Support Vector Machines and Other Kernel-based Learning Methods, First Edition (Cambridge:  An Introduction to Support Vector Machines and Other Kernel-based
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Keywords: Support vector machine, kernel function, nonlinear discriminator, feature . Then, introducing a nonnegative error vector ξ = (ξ1,ξ2,,ξM )T ∈ RM , one and Other Kernel–Based Learning Methods (Cambridge University Press, 

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