46 citations · 76 across the 8 of their papers we have counts for
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cs.LG2021
Causal KL: Evaluating Causal Discovery
Rodney T. O'Donnell, Kevin B. Korb, Lloyd Allison
The two most commonly used criteria for assessing causal model discovery with artificial data are edit-distance and Kullback-Leibler divergence, measured from the true model to the…
cs.LG2021★ 5 cited
Markov Blanket Discovery using Minimum Message Length
Yang Li, Kevin B Korb, Lloyd Allison
Causal discovery automates the learning of causal Bayesian networks from data and has been of active interest from their beginning. With the sourcing of large data sets off the int…
cs.LG2019★ 1 cited
The Complexity of Morality: Checking Markov Blanket Consistency with DAGs via Morality
Yang Li, Kevin Korb, Lloyd Allison
A family of Markov blankets in a faithful Bayesian network satisfies the symmetry and consistency properties. In this paper, we draw a bijection between families of consistent Mark…