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eess.SY2020
Robustness to Incorrect Models and Data-Driven Learning in Average-Cost Optimal Stochastic Control
Ali Devran Kara, Maxim Raginsky, Serdar Yuksel
We study continuity and robustness properties of infinite-horizon average expected cost problems with respect to (controlled) transition kernels, and applications of these results…
eess.SY2018
Robustness to incorrect system models in stochastic control
Ali Devran Kara, Serdar Yüksel
In stochastic control applications, typically only an ideal model (controlled transition kernel) is assumed and the control design is based on the given model, raising the problem…
eess.SY2018
Robustness to incorrect priors in partially observed stochastic control
Ali Devran Kara, Serdar Yüksel
We study the continuity properties of optimal solutions to stochastic control problems with respect to initial probability measures and applications of these to the robustness of o…