François Glineur

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Nicolas GillisUniversity of MonsVerified email at umons.ac.be
Yurii NesterovProfessor of Université catholique de Louvain (UCL), CORE(IMMAQ) and INMA(ICTEAM, EPL)Verified email at uclouvain.be
Olivier DevolderPhD Student, Université catholique de LouvainVerified email at uclouvain.be
Julien Hendrickxprofessor of mathematical engineering, ICTEAM, EPL, Université catholique de LouvainVerified email at uclouvain.be
Ion NecoaraUniversity Politehnica BucharestVerified email at acse.pub.ro
Adrien TaylorInria - ENS ParisVerified email at inria.fr
P.-A. AbsilICTEAM, EPL, UCLouvainVerified email at uclouvain.be
Arnaud VandaeleMathematics and Operational Research, Faculté Polytechnique, Université de Mons, BelgiumVerified email at umons.ac.be
Etienne de KlerkProfessor, Tilburg UniversityVerified email at uvt.nl
Christophe CraeyeUniversite catholique de LouvainVerified email at uclouvain.be
Eloy de Lera AcedoSTFC Ernest Rutherford Fellow. Principal Investigator, Cavendish LaboratoryVerified email at mrao.cam.ac.uk
Bruno DehezUniversité catholique de Louvain, Institute of Mechanics, Materials and civil EngineeringVerified email at uclouvain.be
Arnaud LatiersBD at Memoco. PhD, UCLouvain.Verified email at memoco.eu
Tamas TerlakyEndowed Chair Professor Industrial and Systems Engineering, Lehigh UniversityVerified email at lehigh.edu
Philippe FortempsFull Professor (Mathematics and Operations Research), Université de Mons (UMONS), BelgiumVerified email at umons.ac.be
Pirlot MarcProfessor of Mathematics and Operational Research, University of Mons, BelgiumVerified email at umons.ac.be
Valentin HamaideResearcher, UCLouvainVerified email at uclouvain.be
Moritz DiehlProfessor of Systems, Control and Optimization at the University of FreiburgVerified email at imtek.uni-freiburg.de
David González-OvejeroCNRS - Centre national de la recherche scientifiqueVerified email at univ-rennes1.fr
Nima Razavi-GhodsPrinciple Research Associate, University of CambridgeVerified email at mrao.cam.ac.uk

François Glineur

Professor, Université catholique de Louvain (UCLouvain) - ICTEAM & CORE - EPL

Verified email at uclouvain.be - Homepage

Optimization Nonnegative Matrix Factorization Convex optimization Optimization methods


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First-order methods of smooth convex optimization with inexact oracle O Devolder, F Glineur, Y Nesterov Mathematical Programming 146 (1), 37-75, 2014	492	2014
Linear convergence of first order methods for non-strongly convex optimization I Necoara, Y Nesterov, F Glineur Mathematical Programming 175 (1), 69-107, 2019	271	2019
Accelerated multiplicative updates and hierarchical ALS algorithms for nonnegative matrix factorization N Gillis, F Glineur Neural computation 24 (4), 1085-1105, 2012	227	2012
Two algorithms for orthogonal nonnegative matrix factorization with application to clustering F Pompili, N Gillis, PA Absil, F Glineur Neurocomputing 141, 15-25, 2014	147	2014
Low-rank matrix approximation with weights or missing data is NP-hard N Gillis, F Glineur SIAM Journal on Matrix Analysis and Applications 32 (4), 1149-1165, 2011	146	2011
Smooth strongly convex interpolation and exact worst-case performance of first-order methods AB Taylor, JM Hendrickx, F Glineur Mathematical Programming 161 (1), 307-345, 2017	137	2017
Using underapproximations for sparse nonnegative matrix factorization N Gillis, F Glineur Pattern recognition 43 (4), 1676-1687, 2010	135*	2010
ACUTA: A novel method for eliciting additive value functions on the basis of holistic preference statements G Bous, P Fortemps, F Glineur, M Pirlot European Journal of Operational Research 206 (2), 435-444, 2010	101	2010
Random block coordinate descent methods for linearly constrained optimization over networks I Necoara, Y Nesterov, F Glineur Journal of Optimization Theory and Applications 173 (1), 227-254, 2017	93*	2017
Double smoothing technique for large-scale linearly constrained convex optimization O Devolder, F Glineur, Y Nesterov SIAM Journal on Optimization 22 (2), 702-727, 2012	85*	2012
Exact worst-case performance of first-order methods for composite convex optimization AB Taylor, JM Hendrickx, F Glineur SIAM Journal on Optimization 27 (3), 1283-1313, 2017	84	2017
On the geometric interpretation of the nonnegative rank N Gillis, F Glineur Linear Algebra and its Applications 437 (11), 2685-2712, 2012	81	2012
First-order methods with inexact oracle: the strongly convex case O Devolder, F Glineur, Y Nesterov CORE Discussion Papers 2013016, 47, 2013	68	2013
Nonnegative factorization and the maximum edge biclique problem N Gillis, F Glineur Arxiv preprint arXiv:0810.4225, 2008	64	2008
On the worst-case complexity of the gradient method with exact line search for smooth strongly convex functions E De Klerk, F Glineur, AB Taylor Optimization Letters 11 (7), 1185-1199, 2017	56	2017
Exact worst-case convergence rates of the proximal gradient method for composite convex minimization AB Taylor, JM Hendrickx, F Glineur Journal of Optimization Theory and Applications 178 (2), 455-476, 2018	54	2018
Computational experiments with a linear approximation of second-order cone optimization F Glineur	48	2000
Weighted Sum Rate Maximization for Downlink OFDMA With Subcarrier-Pair Based Opportunistic DF Relaying T Wang, F Glineur, J Louveaux, L Vandendorpe Signal Processing, IEEE Transactions on 61 (10), 2512-2524, 2013	47	2013
Heuristics for exact nonnegative matrix factorization A Vandaele, N Gillis, F Glineur, D Tuyttens Journal of Global Optimization 65 (2), 369-400, 2016	46	2016
Conic Formulation for l p-Norm Optimization F Glineur, T Terlaky Journal of optimization theory and applications 122 (2), 285-307, 2004	45*	2004

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