Peter I. Frazier

Associate Professor
Operations Research and Information Engineering, College of Engineering

Contact Information

232 Rhodes Hall
Cornell University
Ithaca, NY 14853
p: (607) 254-5243

Peter I. Frazier

Associate Professor
Operations Research and Information Engineering, College of Engineering

Expertise

Applied operations research; Bayesian optimization; machine learning; simulation; optimal learning

Current Research Interest

Bayesian optimization; ride-sharing; materials design; incentivizing exploration; multi-armed bandits and games

Distinction

National Science Foundation Early Career Award
Air Force Office of Scientific Research Young Investigator Award
ACM Conference on Economics and Computation Best Paper Award
Winter Simulation Conference Titan of Simulation

Selected Publications

Tallorin, Lorillee,  JiaLei Wang, Woojoo E. Kim, Swagat Sahu, Nicolas M. Kosa, Pu Yang, Matthew C. Thompson, Michael K. Gilson, Peter I. Frazier, Michael D. Burkart, and Nathan C. Gianneschi. “Discovering de Novo Peptide Substrates for Enzymes Using Machine Learning.” Nature Communications 9 (2018).

Wu, Jian, Matthias U. Poloczek, Andrew G. Wilson, and Peter I. Frazier. “Bayesian Optimization with Gradients.” Advances in Neural Information Processing Systems 30 (NIPS), (2017).

Cornell Research Article

How We Use Machine Learning