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math.PR2019★ 1 cited
Two generalizations of Markov blankets
Victor Cohen, Axel Parmentier
In a probabilistic graphical model on a set of variables , the Markov blanket of a random vector is the minimal set of variables conditioned to which is independent from…
math.OC2019
Integer programming on the junction tree polytope for influence diagrams
Axel Parmentier, Victor Cohen, Vincent Leclère +2
Influence Diagrams (ID) are a flexible tool to represent discrete stochastic optimization problems, including Markov Decision Process (MDP) and Partially Observable MDP as standard…