Zobrazeno 1 - 8
of 8
pro vyhledávání: '"Yalcin, Baturalp"'
In this work, we study the system identification problem for parameterized non-linear systems using basis functions under adversarial attacks. Motivated by the LASSO-type estimators, we analyze the exact recovery property of a non-smooth estimator, w
Externí odkaz:
http://arxiv.org/abs/2409.00276
This paper investigates the system identification problem for linear discrete-time systems under adversaries and analyzes two lasso-type estimators. We examine both asymptotic and non-asymptotic properties of these estimators in two separate scenario
Externí odkaz:
http://arxiv.org/abs/2305.10506
We study the identification of a linear time-invariant dynamical system affected by large-and-sparse disturbances modeling adversarial attacks or faults. Under the assumption that the states are measurable, we develop necessary and sufficient conditi
Externí odkaz:
http://arxiv.org/abs/2210.01421
Many fundamental low-rank optimization problems, such as matrix completion, phase synchronization/retrieval, power system state estimation, and robust PCA, can be formulated as the matrix sensing problem. Two main approaches for solving matrix sensin
Externí odkaz:
http://arxiv.org/abs/2208.07469
In this work, we develop a new complexity metric for an important class of low-rank matrix optimization problems in both symmetric and asymmetric cases, where the metric aims to quantify the complexity of the nonconvex optimization landscape of each
Externí odkaz:
http://arxiv.org/abs/2204.02364
Autor:
Zhang, Haixiang1 (AUTHOR), Yalcin, Baturalp2 (AUTHOR), Lavaei, Javad2 (AUTHOR) lavaei@berkeley.edu, Sojoudi, Somayeh3 (AUTHOR)
Publikováno v:
Mathematical Programming. Sep2024, Vol. 207 Issue 1/2, p227-268. 42p.
It is well-known that the Burer-Monteiro (B-M) factorization approach can efficiently solve low-rank matrix optimization problems under the RIP condition. It is natural to ask whether B-M factorization-based methods can succeed on any low-rank matrix
Externí odkaz:
http://arxiv.org/abs/2110.10279
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