See here for a complete list of publications

Selected Publications

System Theory

[J5] A Tractable Fault Detection and Isolation Approach for Nonlinear Systems with Probabilistic Performance

Peyman Mohajerin Esfahani and John Lygeros
IEEE Transactions on Automatic Control (TAC), vol. 61, no. 3, pp. 633-647, March 2016, [Link], [arXiv]

[J8] Motion Planning for Continuous Time Stochastic Processes: A Dynamic Programming Approach

Peyman Mohajerin Esfahani, Debasish Chatterjee, and John Lygeros
IEEE Transactions on Automatic Control (TAC), vol. 61, no. 8, pp. 2155-2170, August 2016 [Link], [arXiv]

Data-driven Optimization

[J3] Performance Bounds for the Scenario Approach and an Extension to a Class of Non-convex Programs

Peyman Mohajerin Esfahani, Tobias Sutter, and John Lygeros
IEEE Transactions on Automatic Control (TAC), vol. 60, no. 1, pp. 46-58, January 2015, [Link], [arXiv]
Rightarrow The 2016 George S. Axelby Best Paper Award

[J11] Data-driven Distributionally Robust Optimization Using the Wasserstein Metric: Performance Guarantees and Tractable Reformulations

Peyman Mohajerin Esfahani and Daniel Kuhn
Mathematical Programming, pp. 1-52, June 2017, [Link], [arXiv], [Optimization-Online]
Rightarrow Nominated for the ICCOPT 2016 Best Paper Prize (Top 3 finalists)

Machine Learning

[J18] Regularization via Mass Transportation

Soroosh Shafieezadeh-Abadeh, Daniel Kuhn, and Peyman Mohajerin Esfahani
submitted for publication, October 2017, [arXiv], [Optimization-Online]

[C24] Distributionally Robust Logistic Regression

Soroosh Shafieezadeh-Abadeh, Peyman Mohajerin Esfahani, and Daniel Kuhn
Neural Information Processing Systems (NIPS), Montreal, Canada, December 2015, [arXiv], [Optimization-Online]
Rightarrow Awarded for spotlight presentation (Top 4%)