A kernel regression of the controlled diffusion generator is combined with a convex HJB recursion to produce data-driven, approximately globally optimal feedback policies.
Koopman Kernel Regression
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Kernel-Based Optimal Control: An Infinitesimal Generator Approach
A kernel regression of the controlled diffusion generator is combined with a convex HJB recursion to produce data-driven, approximately globally optimal feedback policies.