Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States EY Cramer, EL Ray, VK Lopez, J Bracher, A Brennen, ... Proceedings of the National Academy of Sciences 119 (15), e2113561119, 2022 | 343* | 2022 |
Holistic robust data-driven decisions A Bennouna, B Van Parys arXiv preprint arXiv:2207.09560, 2022 | 27 | 2022 |
COVID-19: Prediction, prevalence, and the operations of vaccine allocation A Bennouna, J Joseph, D Nze-Ndong, G Perakis, D Singhvi, OS Lami, ... Manufacturing & Service Operations Management 25 (3), 1013-1032, 2023 | 22* | 2023 |
Shallow and deep networks are near-optimal approximators of korobov functions M Blanchard, MA Bennouna International conference on learning representations, 2021 | 22* | 2021 |
Learning and Decision-Making with Data: Optimal Formulations and Phase Transitions A Bennouna, BPG Van Parys arXiv e-prints, arXiv: 2109.06911, 2021 | 17 | 2021 |
Certified robust neural networks: Generalization and corruption resistance A Bennouna, R Lucas, B Van Parys International Conference on Machine Learning, 2092-2112, 2023 | 15 | 2023 |
Learning the Minimal Representation of a Continuous State-Space Markov Decision Process from Transition Data A Bennouna, D Pachamanova, G Perakis, O Skali Lami Management Science, 2024 | 9* | 2024 |
Robust two-stage optimization with covariate data BPG Van Parys, MA Bennouna Available on Optimization Online. url: https://optimization-online. org, 2022 | 4 | 2022 |
From distributional robustness to robust statistics: A confidence sets perspective G Chan, B Van Parys, A Bennouna arXiv preprint arXiv:2410.14008, 2024 | 2 | 2024 |
Efficient Robustness and Interpretability in Learning and Data-Driven Decision-Making MA Bennouna Massachusetts Institute of Technology, 2024 | | 2024 |