Properties of Support Vector Machines

Support Vector Machines (SVMs) perform pattern recognition between two point classes by finding a decision surface determined by certain points of the training set, termed Support Vectors (SV). This surface, which in some feature space of possibly infinite dimension can be regarded as a hyperplane,...

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Bibliographic Details
Main Authors: Pontil, Massimiliano, Verri, Alessandro
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/7246