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...

全面介紹

書目詳細資料
發表在:Machine learning. 59, 3 (2005).
主要作者: Cerquides, Jesus
格式: Article
語言:English
主題:
Bayesian networks.
Bayesian network classifiers.
Naive Bayes.
Tree augmented naive Bayes.
Decomposable distributions.
Bayesian model averaging.