A statistical approach is presented for assessing the qualitative depe
ndence structure of a causal or directed Markov field. A notion of a p
robability distance is established and a construction based hereon as
well as an entropy related construction are investigated. Among others
, the investigation goes along a particular notion of definiteness of
directed acyclic graphs.