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Learning-Based Robust Optimization: Procedures and Statistical Guarantees.

, , and . Manag. Sci., 67 (6): 3447-3467 (2021)

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Constructing simulation output Intervals under input uncertainty via Data sectioning., and . WSC, page 1551-1562. IEEE, (2018)Minimax Efficient Finite-Difference Gradient Estimators., and . WSC, page 392-403. IEEE, (2019)On The Impacts of Tail Model Uncertainty in Rare-Event Estimation., and . WSC, page 950-961. IEEE, (2019)Minimax efficient finite-difference stochastic gradient estimators using black-box function evaluations., , and . Oper. Res. Lett., 49 (1): 40-47 (2021)Accelerated Evaluation of Automated Vehicles based on Importance Sampling Techniques., , , , , , and . CoRR, (2016)Efficient Inference and Exploration for Reinforcement Learning., , and . CoRR, (2019)Accelerated Policy Evaluation: Learning Adversarial Environments with Adaptive Importance Sampling., , , , , , , , and . CoRR, (2021)Deep Probabilistic Accelerated Evaluation: A Certifiable Rare-Event Simulation Methodology for Black-Box Autonomy., , , , , , , and . CoRR, (2020)Accelerated Evaluation of Automated Vehicles Using Piecewise Mixture Models., , , and . CoRR, (2017)Rare-event Simulation for Neural Network and Random Forest Predictors., , , and . ACM Trans. Model. Comput. Simul., 32 (3): 18:1-18:33 (2022)