A Tutorial on the Non-Asymptotic Theory of System Identification

A Tutorial on the Non-Asymptotic Theory of System Identification

7 September 2023

Ingvar M. Ziemann

Anastasios Tsiamis

George J. Pappas

Papers citing "A Tutorial on the Non-Asymptotic Theory of System Identification"

16 / 16 papers shown

Title
Nonconvex Linear System Identification with Minimal State Representation Uday Kiran Reddy Tadipatri B. Haeffele Joshua Agterberg Ingvar Ziemann René Vidal 21 0 0 26 Apr 2025
Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples Thomas T. Zhang Bruce D. Lee Ingvar M. Ziemann George J. Pappas Nikolai Matni CML OOD 31 0 0 15 Oct 2024
Learning Linear Dynamics from Bilinear Observations Yahya Sattar Yassir Jedra Sarah Dean 24 1 0 24 Sep 2024
Sample Complexity of the Sign-Perturbed Sums Method Szabolcs Szentpéteri Balázs Csanád Csáji 13 1 0 02 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy V. Deshmukh 60 13 0 31 Aug 2024
Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control Bruce D. Lee Leonardo F. Toso Thomas T. Zhang James Anderson Nikolai Matni 29 2 0 08 Jul 2024
Finite-Sample Identification of Linear Regression Models with Residual-Permuted Sums Szabolcs Szentpéteri Balázs Csanád Csáji 16 1 0 08 Jun 2024
Active Learning for Control-Oriented Identification of Nonlinear Systems Bruce D. Lee Ingvar M. Ziemann George J. Pappas Nikolai Matni 21 5 0 13 Apr 2024
A least-square method for non-asymptotic identification in linear switching control Haoyuan Sun Ali Jadbabaie 19 0 0 11 Apr 2024
Rate-Optimal Non-Asymptotics for the Quadratic Prediction Error Method Charis J. Stamouli Ingvar M. Ziemann George J. Pappas 16 0 0 11 Apr 2024
Finite Sample Frequency Domain Identification Anastasios Tsiamis M. Abdalmoaty Roy S. Smith John Lygeros 23 0 0 01 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 41 8 0 08 Feb 2024
Nonasymptotic Regret Analysis of Adaptive Linear Quadratic Control with Model Misspecification Bruce D. Lee Anders Rantzer Nikolai Matni 14 6 0 29 Dec 2023
Estimation Sample Complexity of a Class of Nonlinear Continuous-time Systems Simon Kuang Xinfan Lin 20 0 0 08 Dec 2023
Exact Recovery for System Identification with More Corrupt Data than Clean Data Baturalp Yalcin Haixiang Zhang Javad Lavaei Murat Arcak 22 5 0 17 May 2023
Learning without Concentration S. Mendelson 80 334 0 01 Jan 2014