Image Interpretation Using Bayesian Networks
IEEE Transactions on Pattern Analysis and Machine Intelligence
Integrating inductive and deductive reasoning for data mining
Advances in knowledge discovery and data mining
Sequential Model Criticism in Probabilistic Expert Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Approximating discrete probability distributions with dependence trees
IEEE Transactions on Information Theory
Reversibility and equivalence in directed markov fields
Mathematical and Computer Modelling: An International Journal
| Hi-index | 0.98 |
A statistical approach is presented for assessing the qualitative dependence structure of a causal or directed Markov field. A notion of a probability 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.