Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression
Jinhyeun Kim, Christopher O. Luettgen, Kamran Paynabar, Fani Boukouvala
Topics & Concepts
HyperparameterOverfittingGaussian processExtrapolationMarginal likelihoodKrigingConsistency (knowledge bases)Machine learningRegressionArtificial intelligenceMathematicsGaussianMathematical optimizationComputer scienceApplied mathematicsStatisticsPhysicsArtificial neural networkBayesian probabilityQuantum mechanicsGaussian Processes and Bayesian InferenceModel Reduction and Neural NetworksProbabilistic and Robust Engineering Design