Parameter Selection in Gaussian Process Interpolation: An Empirical Study of Selection Criteria.
Sébastien PetitJulien BectPaul FeliotEmmanuel VázquezPublished in: SIAM/ASA J. Uncertain. Quantification (2023)
Keyphrases
- data mining
- parameter selection
- selection criteria
- gaussian process
- model selection
- gaussian processes
- hyperparameters
- gaussian process regression
- regression model
- bayesian framework
- latent variables
- cross validation
- semi supervised
- gaussian process models
- expectation propagation
- parameter estimation
- sample size
- marginal likelihood
- variable selection
- natural images
- data sets
- generative model
- least squares
- ls svm
- motion estimation
- feature selection