MCTS-BN uses tree search over variable orderings, seeded by existing learning algorithms, to produce Bayesian networks with higher training-data BDeu scores than standard structure learners.
Data Mining and Knowledge Discovery22(1), 106–148 (Jan 2011)
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Enhancing Bayesian Network Structural Learning with Monte Carlo Tree Search
MCTS-BN uses tree search over variable orderings, seeded by existing learning algorithms, to produce Bayesian networks with higher training-data BDeu scores than standard structure learners.