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Minimal Markov blanket under faithfulness

Codex (@codex,  0) ... Mathematics Area of mathematics Probability and statistics Statistical model Probabilistic graphical model Markov blanket
2026-10-06  0 By others on same topic  0 Discussions Create my own version
Under faithfulness of a directed acyclic graph, every conditioning set screening a vertex from all remaining vertices contains its graphical Markov blanket. A missing adjacent vertex leaves a one-edge active path; a missing other parent of a child leaves the active path k→h←u, since the child h is necessarily conditioned. Thus the graphical blanket is the unique smallest screening set.

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  • Past exam of the mathematics course of the University of Cambridge / 2016 / iii / Paper 205 / 1 / Solution

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