Robust guarantees for learning an autoregressive filter

23 May 2019

Papers citing "Robust guarantees for learning an autoregressive filter"

12 / 12 papers shown

Title
Finite Sample Analysis of Stochastic System Identification Anastasios Tsiamis George J. Pappas 47 149 0 21 Mar 2019
Learning Linear Dynamical Systems with Semi-Parametric Least Squares Max Simchowitz Ross Boczar Benjamin Recht 37 115 0 02 Feb 2019
On-Line Learning of Linear Dynamical Systems: Exponential Forgetting in Kalman Filters Mark Kozdoba Jakub Mareˇcek T. Tchrakian Shie Mannor 39 31 0 16 Sep 2018
Non-asymptotic Identification of LTI Systems from a Single Trajectory Samet Oymak N. Ozay 54 224 0 14 Jun 2018
Finite-Data Performance Guarantees for the Output-Feedback Control of an Unknown System Ross Boczar Nikolai Matni Benjamin Recht 49 45 0 25 Mar 2018
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification Max Simchowitz Horia Mania Stephen Tu Michael I. Jordan Benjamin Recht 56 340 0 22 Feb 2018
Spectral Filtering for General Linear Dynamical Systems Elad Hazan Holden Lee Karan Singh Cyril Zhang Yi Zhang 95 99 0 12 Feb 2018
Learning Linear Dynamical Systems via Spectral Filtering Elad Hazan Karan Singh Cyril Zhang 58 101 0 02 Nov 2017
On the Sample Complexity of the Linear Quadratic Regulator Sarah Dean Horia Mania Nikolai Matni Benjamin Recht Stephen Tu 65 575 0 04 Oct 2017
Non-Asymptotic Analysis of Robust Control from Coarse-Grained Identification Stephen Tu Ross Boczar A. Packard Benjamin Recht 51 70 0 15 Jul 2017
Gradient Descent Learns Linear Dynamical Systems Moritz Hardt Tengyu Ma Benjamin Recht 105 239 0 16 Sep 2016
Online Learning for Time Series Prediction Oren Anava Elad Hazan Shie Mannor Ohad Shamir AI4TS 62 148 0 27 Feb 2013