Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
397972 | International Journal of Approximate Reasoning | 2009 | 8 Pages |
Abstract
This paper deals with chain graphs under the classic Lauritzen–Wermuth–Frydenberg interpretation. We prove that the strictly positive discrete probability distributions with the prescribed sample space that factorize according to a chain graph G with dimension d have positive Lebesgue measure wrt Rd, whereas those that factorize according to G but are not faithful to it have zero Lebesgue measure wrt Rd. This means that, in the measure-theoretic sense described, almost all the strictly positive discrete probability distributions with the prescribed sample space that factorize according to G are faithful to it.
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