IBIA: An Incremental Build-Infer-Approximate Framework for Approximate Inference of Partition Function.
Shivani BathlaVinita VasudevanPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- approximate inference
- partition function
- graphical models
- exact computation
- dynamic bayesian networks
- belief propagation
- parameter estimation
- probabilistic inference
- bayesian networks
- exact inference
- markov random field
- message passing
- variational methods
- conditional random fields
- bayesian framework
- undirected graphical models
- upper bound
- loopy belief propagation
- gaussian process
- importance sampling
- closed form
- lower bound
- factor graphs
- probabilistic model
- information extraction
- higher order
- latent variables
- image processing