Statistical mechanics of support vector machine

Abstract

We present a theoretical study of the properties of a class of Support Vector Machines within the framework of Statistical Mechanics. We determine their capacity, the margin, the number of support vectors and the distribution of distances of the patterns to the separating hyperplane in feature-space.

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Cite this paper

@inproceedings{Buhot1999StatisticalMO, title={Statistical mechanics of support vector machine}, author={Arnaud Buhot and Mirta B. Gordon}, booktitle={ESANN}, year={1999} }