Active Learning for Identification of Linear Dynamical Systems

2 February 2020

Papers citing "Active Learning for Identification of Linear Dynamical Systems"

15 / 15 papers shown

Title
Optimal Bayesian Affine Estimator and Active Learning for the Wiener Model Sasan Vakili Manuel Mazo Jr. Peyman Mohajerin Esfahani 28 0 0 07 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
Active learning of neural population dynamics using two-photon holographic optogenetics Andrew Wagenmaker Lu Mi Marton Rozsa Matthew S. Bull Karel Svoboda Kayvon Daie Matthew D. Golub Kevin Jamieson 82 0 0 03 Dec 2024
Learning Linear Dynamics from Bilinear Observations Yahya Sattar Yassir Jedra Sarah Dean 34 1 0 24 Sep 2024
Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching Nan Jiang Md Nasim Yexiang Xue 42 0 0 02 Sep 2024
Finite Sample Frequency Domain Identification Anastasios Tsiamis M. Abdalmoaty Roy S. Smith John Lygeros 39 0 0 01 Apr 2024
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
Optimal Exploration for Model-Based RL in Nonlinear Systems Andrew Wagenmaker Guanya Shi Kevin G. Jamieson 38 14 0 15 Jun 2023
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 24 14 0 27 May 2022
Task-Optimal Exploration in Linear Dynamical Systems Andrew Wagenmaker Max Simchowitz Kevin G. Jamieson 27 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
Active Learning for Nonlinear System Identification with Guarantees Horia Mania Michael I. Jordan Benjamin Recht 41 101 0 18 Jun 2020
Spectral Filtering for General Linear Dynamical Systems Elad Hazan Holden Lee Karan Singh Cyril Zhang Yi Zhang 47 97 0 12 Feb 2018