Laplace Matching for fast Approximate Inference in Generalized Linear Models.
Marius HobbhahnPhilipp HennigPublished in: CoRR (2021)
Keyphrases
- approximate inference
- generalized linear models
- expectation propagation
- graphical models
- regression model
- gaussian process
- belief propagation
- probabilistic inference
- exact inference
- logistic regression
- parameter estimation
- variational methods
- bayesian networks
- message passing
- latent variables
- factor graphs
- conditional random fields
- probabilistic graphical models
- linear regression
- random variables
- density estimation
- structured prediction
- image matching
- probabilistic model
- bayesian inference
- gaussian processes
- belief networks
- markov chain monte carlo
- higher order
- pairwise