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
R E S E A R C H
Bayesian statistics, treatment of uncertainties and risk in industrial and ecological resource management Research Gate Linkedin
Home page – Mascott-Num JOURNAL ARTICLES A review on global sensitivity analysis methods Uncertainty and sensitivity analysis of functional risk curves based on Gaussian processes Metamodeling with Gaussian processes – slides Metamodeling with Gaussian processes : references Chilès & Delfiner, Geostatistics, Wiley, 1999 Fang, Li & Sudjianto, Design and modeling for computer experiments, Chapman, 2006 … Read more
John Milburn McFarland
Home page Research interests Gaussian process modeling Covariance function estimation Uncertainty quantification for computer experiments Small-probability estimation Confidence intervals post-model-selection Ph.D thesis : Parametric estimation of covariance function in Gaussian-process based Kriging models. Application to uncertainty quantification for computer models
Columbia University