Faculty Directory
Matthew Plumlee

Assistant Professor of Industrial Engineering and Management Sciences

Contact

2145 Sheridan Road
Tech M233
Evanston, IL 60208-3109

Email Matthew Plumlee

Departments

Industrial Engineering and Management Sciences

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

    M. Plumlee.  Bayesian calibration of inexact computer models. Journal of the American Statistical Association, vol. 112, no. 519, pp. 1274-1285, 2017
    M. Plumlee, V.R. Joseph.  Orthogonal Gaussian process models.  Statistical Sinica, vol. 28, no. 2, pp. 601-619, 2018
    M. Plumlee, D. Apley.  Lifted Brownian kriging models.  Technometrics, vol. 59, no. 2, pp 165-177, 2017
    M. Plumlee,  V.R. Joseph, H. Yang.  Calibrating functional parameters of the ion channels 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.