Variable-fidelity model selection for stochastic simulation.
Joshua MullinsSankaran MahadevanPublished in: Reliab. Eng. Syst. Saf. (2014)
Keyphrases
- model selection
- stochastic simulation
- cross validation
- bayesian analysis
- belief networks
- regression model
- sample size
- hyperparameters
- simple examples
- parameter estimation
- ordinary differential equations
- mixture model
- selection criterion
- model selection criteria
- information criterion
- machine learning
- automatic model selection
- marginal likelihood
- feature selection
- approximate inference
- gaussian process
- supervised learning
- probabilistic model
- training data
- image segmentation
- learning algorithm