Search Results - "Rayyan Sheriff, Mohammed"
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Measure of quality of finite-dimensional linear systems: A frame-theoretic view
Published in Systems & control letters (01-05-2021)“…A measure of quality of a control system is a quantitative extension of the classical binary notion of controllability. In this article we study the quality of…”
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Journal Article -
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On a frame theoretic measure of quality of LTI systems
Published 22-03-2017“…It is of practical significance to define the notion of a measure of quality of a control system, i.e., a quantitative extension of the classical notion of…”
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Journal Article -
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Nonlinear Distributionally Robust Optimization
Published 05-06-2023“…This article focuses on a class of distributionally robust optimization (DRO) problems where, unlike the growing body of the literature, the objective function…”
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Novel min-max reformulations of Linear Inverse Problems
Published 05-07-2020“…Journal of Machine Learning Research, Vol. 23, Paper No. 28, pp. 1-46, 2022 In this article, we dwell into the class of so-called ill-posed Linear Inverse…”
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Dictionary Learning with Almost Sure Error Constraints
Published 19-10-2019“…A dictionary is a database of standard vectors, so that other vectors / signals are expressed as linear combinations of dictionary vectors, and the task of…”
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Fast Algorithm for Constrained Linear Inverse Problems
Published 02-12-2022“…We consider the constrained Linear Inverse Problem (LIP), where a certain atomic norm (like the $\ell_1 $ norm) is minimized subject to a quadratic constraint…”
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On Convex Duality in Linear Inverse Problems
Published 16-08-2019“…In this article we dwell into the class of so called ill posed Linear Inverse Problems (LIP) in machine learning, which has become almost a classic in recent…”
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State-space Realization of Linear Time-invariant Systems with Maximum Measure of Quality
Published in 2019 12th Asian Control Conference (ASCC) (01-06-2019)“…In this paper, we give a state-space realization that maximizes the measure of quality (MoQ). MoQ of a system is a performance index that determines how easily…”
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Conference Proceeding -
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On a frame theoretic measure of quality of LTI systems
Published in 2017 IEEE 56th Annual Conference on Decision and Control (CDC) (01-12-2017)“…A measure of quality of a control system, i.e., a quantitative extension of the classical notion of controllability is a practically relevant idea. In this…”
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Conference Proceeding -
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A complete characterization of optimal dictionaries for least squares representation
Published 18-10-2017“…Journal of Machine Learning Research, Vol 18, Paper No. 107, 1--28, 2017 Dictionaries are collections of vectors used for representations of elements in…”
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Journal Article -
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Optimal dictionary for least squares representation
Published 07-03-2016“…Journal of Machine Learning Research, Vol. 18, Paper No. 107, pp. 1-28, 2017 Dictionaries are collections of vectors used for representations of random vectors…”
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Journal Article -
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Measure of quality of finite-dimensional linear systems: A frame-theoretic view
Published 12-02-2019“…A measure of quality of a control system is a quantitative extension of the classical binary notion of controllability. In this article we study the quality of…”
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Journal Article -
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Mohammed Rayyan Sheriff [Ph.D.s in Control]
Published in IEEE control systems (01-08-2024)“…How would you pitch your Ph.D. dissertation in one paragraph and how would you describe the significance and relevance of your results?…”
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Magazine Article