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Many complicated probability distributions arising in electrical engineering and machine learning have a simple expression as a sum of products that can also be encoded in a factor graph. The normalizing "partition function" can also be viewed as arising from a corresponding abstract simplicial complex along the lines of Dowker and neighborhood complexes: reference wanted.

My question is this: has any work been done that involves such partition (or, say zeta) functions of ASCs?

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