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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
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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
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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