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cs.LG2012★ 26 cited
Computing Posterior Probabilities of Structural Features in Bayesian Networks
Jin Tian, Ru He
We study the problem of learning Bayesian network structures from data. Koivisto and Sood (2004) and Koivisto (2006) presented algorithms that can compute the exact marginal poster…
cs.LG2012★ 12 cited
Bayesian Model Averaging Using the k-best Bayesian Network Structures
Jin Tian, Ru He, Lavanya Ram
We study the problem of learning Bayesian network structures from data. We develop an algorithm for finding the k-best Bayesian network structures. We propose to compute the poster…