Sum-of-Squares Relaxations for Information Theory and Variational Inference.
Francis BachPublished in: CoRR (2022)
Keyphrases
- information theory
- variational inference
- bayesian inference
- information theoretic
- topic models
- posterior distribution
- gaussian process
- probabilistic model
- latent dirichlet allocation
- probabilistic graphical models
- variational methods
- closed form
- mixture model
- exponential family
- statistical learning
- exact inference
- approximate inference
- np hard
- log likelihood
- parameter estimation
- mutual information
- graphical models
- latent variables
- bayesian framework
- prior information
- gaussian mixture model
- probability distribution
- bayesian networks
- density estimation
- generative model
- level set
- markov networks
- text mining
- factor graphs