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cs.LG2024
Random Features Approximation for Control-Affine Systems
Kimia Kazemian, Yahya Sattar, Sarah Dean
Modern data-driven control applications call for flexible nonlinear models that are amenable to principled controller synthesis and realtime feedback. Many nonlinear dynamical syst…
cs.LG2022★ 1 cited
Finite Sample Identification of Bilinear Dynamical Systems
Yahya Sattar, Samet Oymak, Necmiye Ozay
Bilinear dynamical systems are ubiquitous in many different domains and they can also be used to approximate more general control-affine systems. This motivates the problem of lear…