Challenges and Opportunities in High-dimensional Variational Inference.
Akash Kumar DhakaAlejandro CatalinaManushi WelandaweMichael Riis AndersenJonathan H. HugginsAki VehtariPublished in: CoRR (2021)
Keyphrases
- variational inference
- high dimensional
- bayesian inference
- probabilistic model
- topic models
- low dimensional
- closed form
- variational methods
- mixture model
- posterior distribution
- latent dirichlet allocation
- probabilistic graphical models
- gaussian process
- parameter space
- graphical models
- high dimensional data
- exponential family
- exact inference
- factor graphs
- probability distribution
- information retrieval
- hyperparameters
- latent variables
- knowledge discovery
- data points