Support Vector Machines

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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

Support Vector Machines

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Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions presents an accessible treatment of the two main components of support vector mac

Support Vector Machines Applications

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Support vector machines (SVM) have both a solid mathematical background and practical applications. This book focuses on the recent advances and applications of

Learning with Kernels

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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

Learning to Classify Text Using Support Vector Machines

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Based on ideas from Support Vector Machines (SVMs), Learning To Classify Text Using Support Vector Machines presents a new approach to generating text classifie