IBIA: An Incremental Build-Infer-Approximate Framework for Approximate Inference of Partition Function.
Shivani BathlaVinita VasudevanPublished in: CoRR (2023)
Keyphrases
- approximate inference
- partition function
- graphical models
- belief propagation
- exact computation
- dynamic bayesian networks
- message passing
- variational methods
- loopy belief propagation
- parameter estimation
- bayesian networks
- probabilistic inference
- exact inference
- structured prediction
- gaussian process
- conditional random fields
- markov random field
- importance sampling
- maximum likelihood
- upper bound
- undirected graphical models
- factor graphs
- random fields
- latent variables
- bayesian framework
- closed form
- level set
- incremental learning
- higher order