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Finite Sample Analysis of Stochastic System Identification

Finite Sample Analysis of Stochastic System Identification

Anastasios Tsiamis
George J. Pappas
ArXiv (abs)PDFHTML

Papers citing "Finite Sample Analysis of Stochastic System Identification"

11 / 11 papers shown
Title
Learning Dynamical Systems by Leveraging Data from Similar Systems
Learning Dynamical Systems by Leveraging Data from Similar Systems
Lei Xin
Lintao Ye
G. Chiu
S. Sundaram
86
10
0
20 Jan 2025
Length independent generalization bounds for deep SSM architectures via Rademacher contraction and stability constraints
Length independent generalization bounds for deep SSM architectures via Rademacher contraction and stability constraints
Dániel Rácz
Mihaly Petreczky
Bálint Daróczy
98
1
0
30 May 2024
Learning Sparse Dynamical Systems from a Single Sample Trajectory
Learning Sparse Dynamical Systems from a Single Sample Trajectory
Salar Fattahi
Nikolai Matni
Somayeh Sojoudi
79
43
0
20 Apr 2019
Learning Linear Dynamical Systems with Semi-Parametric Least Squares
Learning Linear Dynamical Systems with Semi-Parametric Least Squares
Max Simchowitz
Ross Boczar
Benjamin Recht
42
116
0
02 Feb 2019
On-Line Learning of Linear Dynamical Systems: Exponential Forgetting in Kalman Filters
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
Non-asymptotic Identification of LTI Systems from a Single Trajectory
Samet Oymak
N. Ozay
59
225
0
14 Jun 2018
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification
Max Simchowitz
Horia Mania
Stephen Tu
Michael I. Jordan
Benjamin Recht
56
341
0
22 Feb 2018
Spectral Filtering for General Linear Dynamical Systems
Spectral Filtering for General Linear Dynamical Systems
Elad Hazan
Holden Lee
Karan Singh
Cyril Zhang
Yi Zhang
100
99
0
12 Feb 2018
Finite Time Identification in Unstable Linear Systems
Finite Time Identification in Unstable Linear Systems
Mohamad Kazem Shirani Faradonbeh
Ambuj Tewari
George Michailidis
61
146
0
05 Oct 2017
On the Sample Complexity of the Linear Quadratic Regulator
On the Sample Complexity of the Linear Quadratic Regulator
Sarah Dean
Horia Mania
Nikolai Matni
Benjamin Recht
Stephen Tu
67
576
0
04 Oct 2017
Gradient Descent Learns Linear Dynamical Systems
Gradient Descent Learns Linear Dynamical Systems
Moritz Hardt
Tengyu Ma
Benjamin Recht
107
240
0
16 Sep 2016

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