Faculty DirectoryMatthew Plumlee
Assistant Professor of Industrial Engineering and Management Sciences
Contact
2145 Sheridan RoadTech D235
Evanston, IL 60208-3109
Email Matthew Plumlee
Website
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
- Plumlee, Matthew; Asher, Taylor G.; Chang, Won; Bilskie, Matthew V., High-fidelity hurricane surge forecasting using emulation and sequential experiments, Annals of Applied Statistics 15(1):460-480 (2021).
- Sung, Chih Li; Wang, Wenjia; Plumlee, Matthew; Haaland, Benjamin, Multiresolution Functional ANOVA for Large-Scale, Many-Input Computer Experiments, Journal of the American Statistical Association 115(530):908-919 (2019).
- Plumlee, Matthew, Computer model calibration with confidence and consistency, Journal of the Royal Statistical Society. Series B: Statistical Methodology 81(3):519-545 (2019).
- Plumlee, Matthew; Roshan Joseph, V., Orthogonal Gaussian process models, Statistica Sinica 28(2):601-619 (2018).
- Lam, Henry; Zhang, Xinyu; Plumlee, Matthew, Improving prediction from stochastic simulation via model discrepancy learning, Institute of Electrical and Electronics Engineers Inc.:1808-1819 (2017).