Non-asymptotic Identification of LTI Systems from a Single Trajectory

14 June 2018

Papers citing "Non-asymptotic Identification of LTI Systems from a Single Trajectory"

37 / 37 papers shown

Title
Learning Linearized Models from Nonlinear Systems under Initialization Constraints with Finite Data Lei Xin B. She Qi Dou George Chiu S. Sundaram 59 0 0 08 May 2025
Nonconvex Linear System Identification with Minimal State Representation Uday Kiran Reddy Tadipatri B. Haeffele Joshua Agterberg Ingvar Ziemann René Vidal 38 0 0 26 Apr 2025
Boosting-Enabled Robust System Identification of Partially Observed LTI Systems Under Heavy-Tailed Noise Vinay Kanakeri Aritra Mitra 24 0 0 25 Apr 2025
Learning Dynamical Systems by Leveraging Data from Similar Systems Lei Xin Lintao Ye G. Chiu S. Sundaram 41 10 0 20 Jan 2025
Learning Linear Dynamics from Bilinear Observations Yahya Sattar Yassir Jedra Sarah Dean 29 1 0 24 Sep 2024
Learning Unstable Continuous-Time Stochastic Linear Control Systems Reza Sadeghi Hafshejani Mohamad Kazem Shirani Fradonbeh 41 0 0 17 Sep 2024
Learning Low-dimensional Latent Dynamics from High-dimensional Observations: Non-asymptotics and Lower Bounds Yuyang Zhang Shahriar Talebi Na Li 39 1 0 09 May 2024
Randomization Inference When N Equals One Tengyuan Liang Benjamin Recht CML 29 5 0 25 Oct 2023
A Tutorial on the Non-Asymptotic Theory of System Identification Ingvar M. Ziemann Anastasios Tsiamis Bruce D. Lee Yassir Jedra Nikolai Matni George J. Pappas 30 25 0 07 Sep 2023
Learning Personalized Models with Clustered System Identification Leonardo F. Toso Hang Wang James Anderson 26 9 0 03 Apr 2023
Non-Asymptotic Pointwise and Worst-Case Bounds for Classical Spectrum Estimators Andrew G. Lamperski 38 6 0 21 Mar 2023
Learning Transition Operators From Sparse Space-Time Samples C. Kümmerle Mauro Maggioni Sui Tang 26 1 0 01 Dec 2022
FedSysID: A Federated Approach to Sample-Efficient System Identification Han Wang Leonardo F. Toso James Anderson FedML 24 17 0 25 Nov 2022
Dynamical Linear Bandits Marco Mussi Alberto Maria Metelli Marcello Restelli 38 2 0 16 Nov 2022
Finite Sample Guarantees for Distributed Online Parameter Estimation with Communication Costs Lei Xin G. Chiu S. Sundaram 11 0 0 12 Sep 2022
Finite Sample Identification of Bilinear Dynamical Systems Yahya Sattar Samet Oymak N. Ozay 21 13 0 29 Aug 2022
Distributed Online System Identification for LTI Systems Using Reverse Experience Replay Ting-Jui Chang Shahin Shahrampour OffRL 17 3 0 03 Jul 2022
Learning to Control Linear Systems can be Hard Anastasios Tsiamis Ingvar M. Ziemann M. Morari Nikolai Matni George J. Pappas 16 14 0 27 May 2022
Identifying the Dynamics of a System by Leveraging Data from Similar Systems Lei Xin Lintao Ye G. Chiu S. Sundaram 14 24 0 11 Apr 2022
Learning the Dynamics of Autonomous Linear Systems From Multiple Trajectories Lei Xin G. Chiu S. Sundaram 28 9 0 24 Mar 2022
Learning Mixtures of Linear Dynamical Systems Yanxi Chen H. Vincent Poor 20 17 0 26 Jan 2022
Online Learning for Predictive Control with Provable Regret Guarantees Deepan Muthirayan Jianjun Yuan D. Kalathil Pramod P. Khargonekar 24 4 0 30 Nov 2021
Deep inference of latent dynamics with spatio-temporal super-resolution using selective backpropagation through time Feng Zhu Andrew R. Sedler Harrison A. Grier Nauman Ahad Mark A. Davenport Matthew T. Kaufman Andrea Giovannucci C. Pandarinath 24 10 0 29 Oct 2021
Regret Analysis of Distributed Online LQR Control for Unknown LTI Systems Ting-Jui Chang Shahin Shahrampour 24 8 0 15 May 2021
PAC-Bayesian theory for stochastic LTI systems Deividas Eringis J. Leth Zheng-Hua Tan Rafal Wisniewski Alireza Fakhrizadeh Esfahani Mihaly Petreczky 29 9 0 23 Mar 2021
Task-Optimal Exploration in Linear Dynamical Systems Andrew Wagenmaker Max Simchowitz Kevin G. Jamieson 12 18 0 10 Feb 2021
Improved rates for prediction and identification of partially observed linear dynamical systems Holden Lee 21 10 0 19 Nov 2020
Learning Partially Observed Linear Dynamical Systems from Logarithmic Number of Samples S. Fattahi 13 14 0 08 Oct 2020
Active Learning for Nonlinear System Identification with Guarantees Horia Mania Michael I. Jordan Benjamin Recht 41 101 0 18 Jun 2020
Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems Sahin Lale Kamyar Azizzadenesheli B. Hassibi Anima Anandkumar 32 92 0 25 Mar 2020
Finite-time Identification of Stable Linear Systems: Optimality of the Least-Squares Estimator Yassir Jedra Alexandre Proutière 21 43 0 17 Mar 2020
Improper Learning for Non-Stochastic Control Max Simchowitz Karan Singh Elad Hazan 13 153 0 25 Jan 2020
Sample Complexity of Kalman Filtering for Unknown Systems Anastasios Tsiamis Nikolai Matni George J. Pappas 27 53 0 27 Dec 2019
Distributed Reinforcement Learning for Decentralized Linear Quadratic Control: A Derivative-Free Policy Optimization Approach Yingying Li Yujie Tang Runyu Zhang Na Li 18 101 0 19 Dec 2019
From self-tuning regulators to reinforcement learning and back again Nikolai Matni Alexandre Proutière Anders Rantzer Stephen Tu 13 88 0 27 Jun 2019
Sample Complexity Lower Bounds for Linear System Identification Yassir Jedra Alexandre Proutière 11 40 0 25 Mar 2019
Sample Complexity of Sparse System Identification Problem S. Fattahi Somayeh Sojoudi 16 12 0 21 Mar 2018