EPSOM-Hyb: A General Purpose Estimator of Log-Marginal Likelihoods with Applications in Probabilistic Graphical Models.
Eric ChuuYabo NiuAnirban BhattacharyaDebdeep PatiPublished in: Algorithms (2024)
Keyphrases
- probabilistic graphical models
- general purpose
- maximum likelihood
- markov networks
- graphical models
- random variables
- parameter learning
- probability distribution
- first order logic
- least squares
- latent variables
- exact inference
- maximum a posteriori
- parameter estimation
- approximate inference
- probabilistic inference
- conditional random fields
- maximum margin
- belief propagation
- belief functions
- em algorithm
- bayesian networks
- soft computing
- artificial neural networks
- structured prediction
- image segmentation
- posterior distribution
- artificial intelligence
- pairwise
- fuzzy measures