Information-theoretic characterizations of conditional mutual independence and Markov random fields.
Raymond W. YeungTony T. LeeZhongxing YePublished in: IEEE Trans. Inf. Theory (2002)
Keyphrases
- information theoretic
- markov random field
- mutual information
- information theory
- belief propagation
- theoretic framework
- random fields
- parameter estimation
- energy function
- graph cuts
- mrf model
- potential functions
- higher order
- information bottleneck
- pairwise
- low level vision
- image segmentation
- conditional random fields
- information theoretic measures
- log likelihood
- maximum a posteriori
- graphical structure
- energy minimization
- min cut
- kl divergence
- competitive learning
- message passing
- conditional probabilities
- model selection