18 citations · 41 across the 7 of their papers we have counts for
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eess.SY2021★ 3 cited
Online Optimization and Ambiguity-based Learning of Distributionally Uncertain Dynamic Systems
Dan Li, Dariush Fooladivanda, Sonia Martinez
This paper proposes a novel approach to construct data-driven online solutions to optimization problems (P) subject to a class of distributionally uncertain dynamical systems. The…
eess.SY2020★ 1 cited
Online Learning of Parameterized Uncertain Dynamical Environments with Finite-sample Guarantees
Dan Li, Dariush Fooladivanda, Sonia Martinez
We present a novel online learning algorithm for a class of unknown and uncertain dynamical environments that are fully observable. First, we obtain a novel probabilistic character…