Predictive App roaches for Choosing Hyperparameters in Gaussian Processes.
S. SundararajanS. Sathiya KeerthiPublished in: NIPS (1999)
Keyphrases
- gaussian processes
- hyperparameters
- gaussian process models
- gaussian process
- model selection
- cross validation
- closed form
- bayesian inference
- covariance function
- random sampling
- bayesian framework
- support vector
- prior information
- em algorithm
- maximum a posteriori
- maximum likelihood
- incremental learning
- noise level
- sample size
- gaussian process regression
- incomplete data
- bayesian methods
- missing values
- parameter space
- marginal likelihood
- parameter settings
- machine learning
- data sets
- markov random field
- higher order
- learning process
- prior knowledge
- training data
- clustering algorithm
- expectation maximization
- semi supervised
- active learning