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Janne H Korhonen

2 accepted papers

2015

Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number

NeurIPS 2015poster

Both learning and inference tasks on Bayesian networks are NP-hard in general. Bounded tree-width Bayesian networks have recently received a lot of attention as a way to circumvent this complexity issue; however, while inference on bounded tree-width networks is tractable, the learning problem remai…