TAN Classifiers Based on Decomposable Distributions.

TAN Classifiers Based on Decomposable Distributions.

In this paper we present several Bayesian algorithms for learning Tree Augmented Naive Bayes (TAN) models. We extend the results in Meila & Jaakkola (2000a) to TANs by proving that accepting a prior decomposable distribution over TAN's, we can compute the exact Bayesian model averaging over...

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Vydáno v:Machine learning. 59, 3 (2005).
Hlavní autor: Cerquides, Jesus
Médium: Článek
Jazyk:English
Témata:
Bayesian networks.
Bayesian network classifiers.
Naive Bayes.
Tree augmented naive Bayes.
Decomposable distributions.
Bayesian model averaging.