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

  • Henry Lam, Xinyu Zhang, Matthew Plumlee, “Improving prediction from stochastic simulation via model discrepancy learning”, 2017 Winter Simulation Conference, WSC 2017, (2018)
  • Matthew Plumlee, V. Roshan Joseph, “Orthogonal Gaussian process models”, Statistica Sinica, (2018)
  • Bingjie Liu, Eunshin Byon, Matthew Plumlee, “Data-driven parameter calibration in wake models”, Wind Energy Symposium, (2018)