Near-optimal Offline and Streaming Algorithms for Learning Non-Linear Dynamical Systems

24 May 2021

Papers citing "Near-optimal Offline and Streaming Algorithms for Learning Non-Linear Dynamical Systems"

8 / 8 papers shown

Title
Learning Linear Dynamics from Bilinear Observations Yahya Sattar Yassir Jedra Sarah Dean 34 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
Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss Ingvar M. Ziemann Stephen Tu George J. Pappas Nikolai Matni 54 8 0 08 Feb 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
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
Distributed Online System Identification for LTI Systems Using Reverse Experience Replay Ting-Jui Chang Shahin Shahrampour OffRL 17 3 0 03 Jul 2022
Learning with little mixing Ingvar M. Ziemann Stephen Tu 27 27 0 16 Jun 2022