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Multiclass Learning with Simplex Coding

Published in arXiv (Cornell University) • Sep 6, 2012
NobleIDNI6P94W86R54S56
Authors:
Youssef Mroueh
,
Tomaso Poggio
,
Lorenzo Rosasco

Abstract

In this paper we discuss a novel framework for multiclass learning, defined by a suitable coding/decoding strategy, namely the simplex coding, that allows to generalize to multiple classes a relaxation approach commonly used in binary classification. In this framework, a relaxation error analysis ca...

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