U-Statistics for Importance-Weighted Variational Inference.
Javier BurroniKenta TakatsuJustin DomkeDaniel SheldonPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- variational inference
- bayesian inference
- order statistics
- exponential family
- topic models
- latent dirichlet allocation
- posterior distribution
- probabilistic graphical models
- probabilistic model
- gaussian process
- variational methods
- closed form
- mixture model
- statistical methods
- exact inference
- maximum likelihood
- factor graphs
- graphical models
- bayesian networks
- parameter estimation
- generative model
- approximate inference