Non-conjugate Variational Message Passing for Multinomial and Binary Regression.
David A. KnowlesTom MinkaPublished in: NIPS (2011)
Keyphrases
- message passing
- sum product
- sum product algorithm
- belief propagation
- distributed systems
- approximate inference
- em algorithm
- regression model
- variational methods
- probabilistic inference
- max product
- dirichlet process mixture models
- distributed shared memory
- factor graphs
- probabilistic model
- ldpc codes
- inference in graphical models
- markov random field
- image segmentation
- non binary
- free energy
- expectation maximization
- loopy belief propagation
- model selection
- preprocessing
- shared memory
- markov networks
- generative model
- exponential family
- text classification
- pairwise
- optimal solution