Maximum margin Bayesian network classifiers

Pernkopf, Franz; Wohlmayr, Michael; Tschiatschek, Sebastian

doi:10.1109/tpami.2011.149

Public

Maximum margin Bayesian network classifiers.

Published in IEEE transactions on pattern analysis and machine intelligence • Mar 1, 2012

NobleIDNI3P89W29R93S81

Authors:

Franz Pernkopf

,

Michael Wohlmayr

,

Sebastian Tschiatschek

Abstract

We present a maximum margin parameter learning algorithm for Bayesian network classifiers using a conjugate gradient (CG) method for optimization. In contrast to previous approaches, we maintain the normalization constraints on the parameters of the Bayesian network during optimization, i.e., the pr...

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