A framework for concave distributional utility maximization in stochastic bandits via influence-function stochastic gradients and entropic mirror ascent on the simplex, with regret bounds.
Periodic funnel-based control for peak inspiratory pres- sure, in: 2015 54th IEEE Conference on Decision and Control (CDC), IEEE, Osaka
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A derivative-free funnel controller using input filters achieves output reference tracking with prescribed transient performance for nonlinear MIMO systems of arbitrary relative degree.
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Concave Statistical Utility Maximization Bandits via Influence-Function Gradients
A framework for concave distributional utility maximization in stochastic bandits via influence-function stochastic gradients and entropic mirror ascent on the simplex, with regret bounds.
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Funnel control with input filter for nonlinear systems with arbitrary relative degree
A derivative-free funnel controller using input filters achieves output reference tracking with prescribed transient performance for nonlinear MIMO systems of arbitrary relative degree.