Calibration, Validation, and Prediction in Random Simulation Models: Gaussian Process Metamodels and a Bayesian Integrated Solution.
Jun YuanSzu Hui NgPublished in: ACM Trans. Model. Comput. Simul. (2015)
Keyphrases
- gaussian process
- simulation models
- gaussian processes
- gaussian process models
- hyperparameters
- simulation model
- gaussian process regression
- agent based simulation
- regression model
- closed form
- marginal likelihood
- model selection
- expectation propagation
- latent variables
- bayesian framework
- covariance function
- fully bayesian
- approximate inference
- sparse approximations
- gaussian process classification
- posterior distribution
- bayesian methods
- machine learning
- posterior probability
- maximum likelihood
- semi supervised
- similarity measure
- mathematical model
- image segmentation