Bayesian Active Model Selection with an Application to Automated Audiometry.
Jacob R. GardnerGustavo MalkomesRoman GarnettKilian Q. WeinbergerDennis L. BarbourJohn P. CunninghamPublished in: NIPS (2015)
Keyphrases
- model selection
- bayesian learning
- marginal likelihood
- statistical inference
- cross validation
- bayesian model selection
- hyperparameters
- bayesian methods
- bayesian approaches
- meta learning
- regression model
- sample size
- posterior distribution
- covariate shift
- parameter estimation
- gaussian process
- mixture model
- machine learning
- motion segmentation
- statistical learning
- feature selection
- variable selection
- information criterion
- leave one out cross validation
- gaussian processes
- error estimation
- generalization error
- model selection criteria
- bayesian networks
- selection criterion
- data mining
- maximum likelihood
- support vector machine
- learning algorithm
- automatic model selection