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An Equivalence between Critical Points for Rank Constraints Versus Low-Rank Factorizations

Wooseok Ha, Haoyang Liu, Rina Foygel Barber

2020SIAM Journal on Optimization22 citationsDOI

Abstract

Related DatabasesWeb of Science You must be logged in with an active subscription to view this.Article DataHistorySubmitted: 11 December 2018Accepted: 14 July 2020Published online: 08 October 2020Keywordslow-rank optimization, projected gradient descent, Burer--Monteiro factorizationAMS Subject Headings90C26Publication DataISSN (print): 1052-6234ISSN (online): 1095-7189Publisher: Society for Industrial and Applied MathematicsCODEN: sjope8

Topics & Concepts

MathematicsRank (graph theory)Descent (aeronautics)Equivalence (formal languages)Gradient descentSubject (documents)Mathematical economicsCombinatoricsMathematical optimizationApplied mathematicsDiscrete mathematicsComputer scienceArtificial intelligenceGeographyLibrary scienceMeteorologyArtificial neural networkSparse and Compressive Sensing TechniquesAdvanced Optimization Algorithms ResearchAdvanced Image Processing Techniques