EVALUATION OF GAUSSIAN PROCESSES AND OTHER METHODS FOR NON-LINEAR REGRESSION
Carl Edward Rasmussen
Sargur N. Srihari (Hari) – University at Buffalo
Biography Lecture Slides for Machine Learning Lecture Slides for Probabilistic Graphical Models Deep Learning
NIPS Proceedings
Gaussian Process
Loic Le Gratiet
Statistics, Uncertainty Quantification, Computer experiments, Multi-fidelity computer codes, Gaussian process regression, Kriging, Co-kriging, Sensitivity analysis, Design of experiments, meta-modelling
Publications
Numerical studies of the metamodel fitting and validation processesMETAMODELS FOR COMPUTER-BASED ENGINEERING DESIGN: SURVEY AND RECOMMENDATIONS Surrogate Modeling for Uncertainty Assessment with Application to Aviation Environmental System Models Sensitivity analysis with dependence and variance-based measures for spatio-temporal numerical simulators Numerical studies of the metamodel fitting and validation processes A Framework for Evaluating Meta-models for Simulation-based … Read more
Publications
Bayesian Design and Analysis of Computer Experiments:Use of Derivatives in Surface Prediction Efficient Modeling & Simulation of Biological Warfare Using Innovative Design of Experiments Methods Design of Computer Experiments for Optimization, Estimation of Function Contours, and Related Objectives Surrogate Modeling of Computer Experiments With Different Mesh Densities Design of Computer Experiments Cases for the nugget … Read more
Olivier Roustant
R E S E A R C H