| Data-driven distributionally robust optimization using the Wasserstein metric: Performance guarantees and tractable reformulations P Mohajerin Esfahani, D Kuhn Mathematical Programming 171 (1-2), 115-166, 2018 | 1750 | 2018 |
| Wasserstein distributionally robust optimization: Theory and applications in machine learning D Kuhn, P Mohajerin Esfahani, VA Nguyen, S Shafieezadeh-Abadeh INFORMS Tutorials in Operations Research, Operations Research & Management …, 2019 | 488 | 2019 |
| Distributionally Robust Logistic Regression S Shafieezadeh-Abadeh, P Mohajerin Esfahani, D Kuhn Advances in Neural Information Processing Systems, 1576-1584, 2015 | 361 | 2015 |
| Regularization via mass transportation S Shafieezadeh-Abadeh, D Kuhn, P Mohajerin Esfahani Journal of Machine Learning Research 20 (103), 1-68, 2019 | 240 | 2019 |
| Cyber attack in a two-area power system: Impact identification using reachability P Mohajerin Esfahani, M Vrakopoulou, K Margellos, J Lygeros, ... Proceedings of the 2010 American Control Conference, 962-967, 2010 | 183 | 2010 |
| Symbolic control of stochastic systems via approximately bisimilar finite abstractions M Zamani, P Mohajerin Esfahani, R Majumdar, A Abate, J Lygeros IEEE Transactions on Automatic Control 59 (12), 3135-3150, 2014 | 168 | 2014 |
| Performance bounds for the scenario approach and an extension to a class of non-convex programs P Mohajerin Esfahani, T Sutter, J Lygeros IEEE Transactions on Automatic Control 60 (1), 46-58, 2015 | 159* | 2015 |
| From Data to Decisions: Distributionally Robust Optimization is Optimal BPG Van Parys, P Mohajerin Esfahani, D Kuhn Management Science, 2020 | 152 | 2020 |
| Data-driven inverse optimization with imperfect information P Mohajerin Esfahani, S Shafieezadeh-Abadeh, GA Hanasusanto, ... Mathematical Programming 167 (1), 191-234, 2018 | 137 | 2018 |
| Learning Optimal Controllers for Linear Systems with Multiplicative Noise via Policy Gradient B Gravell, P Mohajerin Esfahani, TH Summers IEEE Transactions on Automatic Control, 2020 | 124* | 2020 |
| LQG control with minimum directed information: Semidefinite programming approach T Tanaka, P Mohajerin Esfahani, SK Mitter IEEE Transactions on Automatic Control 63 (1), 37-52, 2018 | 121 | 2018 |
| Wasserstein distributionally robust kalman filtering SS Abadeh, VA Nguyen, D Kuhn, P Mohajerin Esfahani Advances in Neural Information Processing Systems, 8474-8483, 2018 | 112* | 2018 |
| A decomposition method for large scale MILPs, with performance guarantees and a power system application R Vujanic, P Mohajerin Esfahani, PJ Goulart, S Mariéthoz, M Morari Automatica 67, 144-156, 2016 | 96 | 2016 |
| A robust policy for automatic generation control cyber attack in two area power network P Mohajerin Esfahani, M Vrakopoulou, K Margellos, J Lygeros, ... 49th IEEE Conference on Decision and Control (CDC), 5973-5978, 2010 | 96 | 2010 |
| Distributionally robust inverse covariance estimation: The Wasserstein shrinkage estimator VA Nguyen, D Kuhn, P Mohajerin Esfahani Operations research 70 (1), 490-515, 2022 | 69 | 2022 |
| Cyber physical systems approach to smart electric power grid SK Khaitan, JD McCalley, CC Liu Springer, 2015 | 62 | 2015 |
| The stochastic reach-avoid problem and set characterization for diffusions P Mohajerin Esfahani, D Chatterjee, J Lygeros Automatica 70, 43-56, 2016 | 58 | 2016 |
| A tractable fault detection and isolation approach for nonlinear systems with probabilistic performance P Mohajerin Esfahani, J Lygeros IEEE Transactions on Automatic Control 61 (3), 633-647, 2016 | 55* | 2016 |
| Bridging Bayesian and minimax mean square error estimation via Wasserstein distributionally robust optimization VA Nguyen, S Shafieezadeh-Abadeh, D Kuhn, P Mohajerin Esfahani Mathematics of Operations Research 48 (1), 1-37, 2023 | 52 | 2023 |
| From Infinite to Finite Programs: Explicit Error Bounds with Applications to Approximate Dynamic Programming P Mohajerin Esfahani, T Sutter, D Kuhn, J Lygeros SIAM Journal on Optimization 28 (3), 1968-1998, 2018 | 48 | 2018 |
John LygerosProf. of Computation and Control, ETH ZurichVerified email at ethz.ch
