Simultaneous Inference for Pairwise Graphical Models with Generalized Score Matching.
Ming YuVarun GuptaMladen KolarPublished in: J. Mach. Learn. Res. (2020)
Keyphrases
- graphical models
- belief propagation
- probabilistic inference
- pairwise
- exact inference
- map inference
- belief networks
- loopy belief propagation
- bayesian networks
- factor graphs
- approximate inference
- undirected graphical models
- efficient inference algorithms
- random variables
- probabilistic model
- probabilistic graphical models
- statistical inference
- conditional random fields
- message passing
- markov networks
- directed graphical models
- markov random field
- structure learning
- possibilistic networks
- probabilistic networks
- markov logic networks
- collective classification
- nonparametric belief propagation
- relational dependency networks
- semi supervised
- probabilistic reasoning
- graphical structure
- matching algorithm
- free energy
- junction tree
- statistical relational learning
- parameter learning
- partition function
- markov chain monte carlo
- dynamic bayesian networks
- bayesian inference
- image matching
- similarity measure