Single Trajectory Nonparametric Learning of Nonlinear Dynamics

16 February 2022

Papers citing "Single Trajectory Nonparametric Learning of Nonlinear Dynamics"

10 / 10 papers shown

Title
Boosting-Enabled Robust System Identification of Partially Observed LTI Systems Under Heavy-Tailed Noise Vinay Kanakeri Aritra Mitra 22 0 0 25 Apr 2025
A finite-sample bound for identifying partially observed linear switched systems from a single trajectory Daniel Racz M. Petreczky Bálint Daróczy 60 0 0 17 Mar 2025
Learning Linear Dynamics from Bilinear Observations Yahya Sattar Yassir Jedra Sarah Dean 26 1 0 24 Sep 2024
Rate-Optimal Non-Asymptotics for the Quadratic Prediction Error Method Charis J. Stamouli Ingvar M. Ziemann George J. Pappas 23 0 0 11 Apr 2024
Finite Sample Frequency Domain Identification Anastasios Tsiamis M. Abdalmoaty Roy S. Smith John Lygeros 36 0 0 01 Apr 2024
Statistical Learning Theory for Control: A Finite Sample Perspective Anastasios Tsiamis Ingvar M. Ziemann Nikolai Matni George J. Pappas 25 73 0 12 Sep 2022
Finite Sample Identification of Bilinear Dynamical Systems Yahya Sattar Samet Oymak N. Ozay 16 13 0 29 Aug 2022
Learning with little mixing Ingvar M. Ziemann Stephen Tu 24 27 0 16 Jun 2022
How are policy gradient methods affected by the limits of control? Ingvar M. Ziemann Anastasios Tsiamis H. Sandberg Nikolai Matni 25 14 0 14 Jun 2022
On the Sample Complexity of Stability Constrained Imitation Learning Stephen Tu Alexander Robey Tingnan Zhang Nikolai Matni 49 38 0 18 Feb 2021