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

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ISBN: 9780521780193 | 189 pages | 5 Mb

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

Download An Introduction to Support Vector Machines and Other Kernel-based Learning Methods

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

<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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This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning system based on recent advances in statistical  Efficient Large Scale Linear Programming Support Vector Machines
Traditionally Support Vector Machines (SVMs) are constructed by the novel efficiencies introduced in [14]). .. and other kernel-based learning methods. An Introduction to Support Vector Machines and Other Kernel-based
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An Introduction to Support Vector Machines and Other Kernel-based Learning Methods. Nello Cristianini, University of Bristol; John Shawe-Taylor, Royal  Support Vector Machines for Classification - Rutgers, The State
several categories based on some of its characteristics. others. Support Vector Machines can be thought of as a method for constructing a Key words and phrases. support vector machine, VC dimension, kernel method. a learning rate can significantly affect the number of iterations until convergence on .