Streaming Model Selection via Online Factorized Asymptotic Bayesian Inference.
Chunchen LiuLu FengRyohei FujimakiPublished in: ICDM (2016)
Keyphrases
- bayesian inference
- model selection
- hyperparameters
- marginal likelihood
- statistical inference
- cross validation
- prior information
- expectation propagation
- probabilistic model
- parameter estimation
- regression model
- variational bayes
- sample size
- bayesian learning
- gaussian process
- posterior distribution
- machine learning
- motion segmentation
- generalization error
- model selection criteria
- feature selection
- particle filter
- statistical learning
- markov chain monte carlo
- mixture model
- gaussian processes
- closed form
- bayesian information criterion
- density estimation
- belief propagation
- hidden variables
- bayesian methods
- selection criterion
- latent variables
- data mining