Faculty DirectoryMatthew Plumlee
Assistant Professor of Industrial Engineering and Management Sciences
Contact
2145 Sheridan RoadTech M233
Evanston, IL 60208-3109
Email Matthew Plumlee
Website
Departments
Education
Ph.D. Industrial Engineering, Georgia Institute of Technology, Atlanta, GA
M.S. Statistics, Georgia Institute of Technology, Atlanta, GA
B.S. Mechanical Engineering, Purdue University, West Lafayette, IN
Research Interests
The interface of simulation models and the real world: uncertainty quantification, model calibration, large-scale simulation, design and analysis of simulation experiments. Methodological interests in all areas of statistical and machine learning.
Selected Publications
Plumlee, Matthew. "Bayesian Calibration of Inexact Computer Models." Journal of the American Statistical Association vol 11, no 579, pp 1274-1285, 2017.
M. Plumlee, D. Apley, "Lifted Brownian kriging models." Technometrics, vol 59, no 2, pp 165-177, 2016.
Plumlee, Matthew, V. Roshan Joseph, and Hui Yang. "Calibrating functional parameters in the ion channel models of cardiac cells." Journal of the American Statistical Association vol 111, no 514, pp 500-509, 2016
M. Plumlee. "Fast prediction of deterministic functions using sparse grid experimental designs." Journal of the American Statistical Association, vol 109, no 508, pp 1581-1591, 2014.
M. Plumlee, R. Tuo, "Building accurate emulators for stochastic simulations via quantile kriging." Technometrics, vol 56, no 4, pp 466-473, 2014.