Probabilistic surrogate modeling by Gaussian process: A review on recent insights in estimation and validation.
Amandine MarrelBertrand IoossPublished in: Reliab. Eng. Syst. Saf. (2024)
Keyphrases
- gaussian process
- bayesian modeling
- gaussian processes
- gaussian process models
- gaussian process regression
- regression model
- dynamical models
- latent variables
- semi supervised
- approximate inference
- bayesian framework
- dynamical model
- hyperparameters
- model selection
- gaussian process classification
- expectation propagation
- probabilistic model
- data mining
- closed form
- generative model
- bayesian networks
- latent space
- marginal likelihood
- sparse approximations
- particle filter