Online and Distributed Bayesian Moment Matching for Parameter Learning in Sum-Product Networks.
Abdullah RashwanHan ZhaoPascal PoupartPublished in: AISTATS (2016)
Keyphrases
- parameter learning
- bayesian networks
- maximum likelihood
- structure learning
- sum product
- conditional random fields
- statistical learning
- distributed systems
- em algorithm
- matching algorithm
- generative model
- network structure
- posterior probability
- social networks
- parameter estimation
- approximate inference
- three dimensional
- graphical models
- probabilistic inference
- markov random field
- higher order
- incomplete data
- probabilistic model
- dynamic programming
- conditional independence
- prior knowledge
- exact inference
- image processing