54 citations · 83 across the 2 of their papers we have counts for
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math.OC2018
Minimax Lower Bounds for -Norm Estimation
Stephen Tu, Ross Boczar, Benjamin Recht
The problem of estimating the -norm of an LTI system from noisy input/output measurements has attracted recent attention as an alternative to parameter identifi…
math.OC2018
Finite-Data Performance Guarantees for the Output-Feedback Control of an Unknown System
Ross Boczar, Nikolai Matni, Benjamin Recht
As the systems we control become more complex, first-principle modeling becomes either impossible or intractable, motivating the use of machine learning techniques for the control…
math.OC2017★ 54 cited
Non-Asymptotic Analysis of Robust Control from Coarse-Grained Identification
Stephen Tu, Ross Boczar, Andrew Packard +1
This work explores the trade-off between the number of samples required to accurately build models of dynamical systems and the degradation of performance in various control object…