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A novel recursive mechanism based on two-pass message passing was developed to efficiently calculate closed-form posteriors of graphnodes on polytrees.
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Brain connectivity studies often refer to brain areas as graphnodes and connections between nodes as edges, and aim to identify neuropsychiatric phenotype-related connectivity patterns.