Empirical Bayes for Dynamic Bayesian Networks Using Generalized Variational Inference.
Vyacheslav Kungurtsev ApaarAarya KhandelwalParth Sandeep RastogiBapi ChatterjeeJakub MarecekPublished in: CoRR (2024)
Keyphrases
- dynamic bayesian networks
- variational inference
- empirical bayes
- exact inference
- approximate inference
- variational methods
- bayesian networks
- graphical models
- gaussian process
- bayesian inference
- probabilistic inference
- belief propagation
- posterior distribution
- parameter estimation
- particle filtering
- message passing
- topic models
- structure learning
- mixture model
- probabilistic model
- latent variables
- exponential family
- closed form
- latent dirichlet allocation
- conditional random fields
- state variables
- computer vision
- belief networks
- graph cuts
- information extraction
- image sequences