Characterisation of conditional independence structures for polymatroids using vanishing sets

Abstract

summary:In this paper, we characterise and classify a list of full conditional independences via the structure of the induced set of vanishing atoms. Construction of Markov random subfield and minimal characterisation of polymatroids satisfying a MRF will also be given