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Efficient Algorithms for Max-Margin Structured Classification

Published in The MIT Press eBooks • Jul 27, 2007
NobleIDNI0P20W32R51S11
Authors:
Juho Rousu
,
Craig Saunders
,
Sándor Szedmák

Abstract

We present a general and e!cien t optimization methodology for max-margin structured classification tasks. The e!ciency of the method relies on the interplay of several techniques: formulation of the structured support vector machine or maxmargin Markov problem as an optimization problem; marginaliz...

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