4 papers
Almost Optimal Agnostic Control of Unknown Linear Dynamics
Jacob Carruth, Maximilian F. Eggl, Charles Fefferman +1
We consider a simple control problem in which the underlying dynamics depend on a parameter that is unknown and must be learned. We study three variants of the control problem:…
A Bounded Regret Strategy for Linear Dynamics with Unknown Control
Jacob Carruth
We consider a simple linear control problem in which a single parameter , describing the effect of the control variable, is unknown and must be learned. We work in the setting o…
Controlling Unknown Linear Dynamics with Almost Optimal Regret
Jacob Carruth, Maximilian F. Eggl, Charles Fefferman +1
Here and in a companion paper, we consider a simple control problem in which the underlying dynamics depend on a parameter that is unknown and must be learned. In this paper, w…
Optimal Agnostic Control of Unknown Linear Dynamics in a Bounded Parameter Range
Jacob Carruth, Maximilian F. Eggl, Charles Fefferman +1
Here and in a follow-on paper, we consider a simple control problem in which the underlying dynamics depend on a parameter that is unknown and must be learned. In this paper, w…