33 citations · 40 across the 3 of their papers we have counts for
3 papers
cs.LG2021★ 4 cited
Exact Learning Augmented Naive Bayes Classifier
Shouta Sugahara, Maomi Ueno
Earlier studies have shown that classification accuracies of Bayesian networks (BNs) obtained by maximizing the conditional log likelihood (CLL) of a class variable, given the feat…
cs.LG2012★ 33 cited
Learning networks determined by the ratio of prior and data
Maomi Ueno
Recent reports have described that the equivalent sample size (ESS) in a Dirichlet prior plays an important role in learning Bayesian networks. This paper provides an asymptotic an…
cs.LG2012★ 3 cited
Robust learning Bayesian networks for prior belief
Maomi Ueno
Recent reports have described that learning Bayesian networks are highly sensitive to the chosen equivalent sample size (ESS) in the Bayesian Dirichlet equivalence uniform (BDeu).…