Faculty Directory
Matthew Plumlee

Assistant Professor of Industrial Engineering and Management Sciences

Contact

2145 Sheridan Road
Tech D235
Evanston, IL 60208-3109

Email Matthew Plumlee

Website

Matthew Plumlee's Website


Departments

Industrial Engineering and Management Sciences


Download CV

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

  • 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.
  • Plumlee, Matthew, Computer model calibration with confidence and consistency, Journal of the Royal Statistical Society. Series B: Statistical Methodology 81(3):519-545.
  • Plumlee, Matthew; Nelson, Barry L., Plausible optima, Institute of Electrical and Electronics Engineers Inc.:1981-1992.
  • Plumlee, Matthew; Roshan Joseph, V., Orthogonal Gaussian process models, Statistica Sinica 28(2):601-619.
  • Lam, Henry; Zhang, Xinyu; Plumlee, Matthew, Improving prediction from stochastic simulation via model discrepancy learning, Institute of Electrical and Electronics Engineers Inc.:1808-1819.