Surrogates: Gaussian Process Modeling, Design, and Optimization for the Applied Sciences
Tony Pourmohamad
Abstract
The canonical book reference for understanding Gaussian processes (GPs) as surrogate models in the computer modeling field has been Santner, Williams, and Notz (2018). Surrogates (Gramacy 2020) is ...
Topics & Concepts
Gaussian processComputer scienceField (mathematics)Process (computing)GaussianApplied mathematicsIndustrial engineeringAlgorithmManagement scienceMathematicsEngineeringProgramming languagePhysicsPure mathematicsQuantum mechanicsGaussian Processes and Bayesian InferenceAdvanced Multi-Objective Optimization AlgorithmsSimulation Techniques and Applications