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arxiv: 0906.2098 · v3 · pith:DWOLYV52new · submitted 2009-06-11 · 📊 stat.ME · math.ST· stat.TH

Chain graph models of multivariate regression type for categorical data

classification 📊 stat.ME math.STstat.TH
keywords chaingraphmodelsmultivariatecategoricaldefinedmarkovmodel
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We discuss a class of chain graph models for categorical variables defined by what we call a multivariate regression chain graph Markov property. First, the set of local independencies of these models is shown to be Markov equivalent to those of a chain graph model recently defined in the literature. Next we provide a parametrization based on a sequence of generalized linear models with a multivariate logistic link function that captures all independence constraints in any chain graph model of this kind.

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