Gradient-Based Parameter Estimation in Pairwise Linear Gaussian System.
Maria V. KulikovaPublished in: IEEE Trans. Autom. Control. (2017)
Keyphrases
- parameter estimation
- pairwise
- linear gaussian
- approximate inference
- markov random field
- maximum likelihood
- belief propagation
- least squares
- similarity measure
- exact inference
- bayesian networks
- model selection
- em algorithm
- discrete variables
- higher order
- semi supervised
- parameter estimation algorithm
- expectation maximization
- maximum a posteriori
- maximum likelihood estimation
- graph cuts
- posterior distribution
- continuous variables
- message passing
- belief space
- probability distribution
- energy function
- structure learning
- markov networks
- graphical models
- belief networks
- generative model
- probabilistic model