Dynamic Structure Learning of Factor Graphs and Parameter Estimation of a Constrained Nonlinear Predictive Model for Oilfield Optimization.
Hyokyeong LeeKe-Thia YaoAiichiro NakanoPublished in: IC-AI (2010)
Keyphrases
- parameter estimation
- structure learning
- factor graphs
- parameter learning
- approximate inference
- graphical models
- markov random field
- maximum likelihood
- least squares
- model selection
- belief propagation
- random fields
- em algorithm
- maximum likelihood estimation
- bayesian networks
- conditional independence
- probabilistic graphical models
- expectation maximization
- message passing
- markov networks
- random variables
- probabilistic model
- prediction model
- decision trees
- image segmentation