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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Pubblicato in:Machine learning. 59, 3 (2005).
Autore principale: Cerquides, Jesus
Natura: Articolo
Lingua:English
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