Learning Sparse Dynamical Systems from a Single Sample Trajectory

Learning Sparse Dynamical Systems from a Single Sample Trajectory

20 April 2019

Somayeh Sojoudi

Papers citing "Learning Sparse Dynamical Systems from a Single Sample Trajectory"

12 / 12 papers shown

Title
Learning Linear Dynamics from Bilinear Observations Yahya Sattar Yassir Jedra Sarah Dean 32 1 0 24 Sep 2024
Learning the Dynamics of Sparsely Observed Interacting Systems Linus Bleistein Adeline Fermanian A. Jannot Agathe Guilloux 48 5 0 27 Jan 2023
FedSysID: A Federated Approach to Sample-Efficient System Identification Han Wang Leonardo F. Toso James Anderson FedML 24 17 0 25 Nov 2022
Statistical Learning Theory for Control: A Finite Sample Perspective Anastasios Tsiamis Ingvar M. Ziemann Nikolai Matni George J. Pappas 28 73 0 12 Sep 2022
Finite Sample Identification of Bilinear Dynamical Systems Yahya Sattar Samet Oymak N. Ozay 32 13 0 29 Aug 2022
Learning to Control Linear Systems can be Hard Anastasios Tsiamis Ingvar M. Ziemann M. Morari Nikolai Matni George J. Pappas 21 14 0 27 May 2022
Online Weak-form Sparse Identification of Partial Differential Equations Daniel Messenger E. Dall’Anese David M. Bortz 41 13 0 08 Mar 2022
On the Sample Complexity of Decentralized Linear Quadratic Regulator with Partially Nested Information Structure Lintao Ye Haoqi Zhu V. Gupta 33 14 0 14 Oct 2021
Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs Harish Doddi Deepjyoti Deka Saurav Talukdar M. Salapaka 34 6 0 02 Oct 2021
Learning Partially Observed Linear Dynamical Systems from Logarithmic Number of Samples S. Fattahi 16 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
From self-tuning regulators to reinforcement learning and back again Nikolai Matni Alexandre Proutière Anders Rantzer Stephen Tu 27 88 0 27 Jun 2019