Near optimal finite time identification of arbitrary linear dynamical systems

© 2019 International Machine Learning Society (IMLS). Wc derive finite time error bounds for estimating general linear time-invariant (LTI) systems from a single observed trajectory using the method of least squares. We provide the first analysis of the general case when eigenvalues of the LTI syste...

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Bibliographic Details
Main Authors: Sarkar, Tuhin, Rakhlin, Alexander
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:English
Published: 2022
Online Access:https://hdl.handle.net/1721.1/138305.2