P.-A. Absil

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Rodolphe SepulchreProfessor of Engineering, KU Leuven and University of CambridgeVerified email at kuleuven.be
Robert MahonyAustralian National UniversityVerified email at anu.edu.au
Nicolas BoumalEcole Polytechnique Fédérale de Lausanne (EPFL)Verified email at epfl.ch
Paul Van DoorenProfessor of Mathematical Engineering, Université catholique de LouvainVerified email at uclouvain.be
Wen HuangXiamen UniversityVerified email at xmu.edu.cn
Mariya IshtevaKU LeuvenVerified email at kuleuven.be
Lieven De LathauwerKULeuvenVerified email at kuleuven.be
Christopher G BakerPrincipal Engineer, AWSVerified email at cgbaker.net
Sabine Van HuffelKU LeuvenVerified email at esat.kuleuven.be
Pierre-Yves GousenbourgerUniversité catholique de LouvainVerified email at uclouvain.be
Estelle MassartUCLouvain, BelgiumVerified email at uclouvain.be
Andrew TeschendorffCAS Key Lab of Computational Biology Institute, Shanghai & University College LondonVerified email at picb.ac.cn
François GlineurProfessor, Université catholique de Louvain (UCLouvain) - ICTEAM & CORE - EPLVerified email at uclouvain.be
Anuj SrivastavaProfessor of Statistics, Florida State UniversityVerified email at stat.fsu.edu
Olivier AbsilFNRS Senior Research Associate, University of LiègeVerified email at uliege.be
Francis BachInria - Ecole Normale SupérieureVerified email at inria.fr
Bamdev MishraMicrosoft, Past: Amazon, U Cambridge, U Liège, IIT BombayVerified email at microsoft.com
Easter Selvan SuviseshamuthuKessler Foundation, West Orange, NJ, USAVerified email at kesslerfoundation.org
Marc Van DroogenbroeckUniversity of Liège / Université de Liège (ULiège - ULg), BelgiumVerified email at uliege.be
Jean SurdejLiège UniversityVerified email at uliege.be

P.-A. Absil

ICTEAM, EPL, UCLouvain

Verified email at uclouvain.be - Homepage

Optimization Numerical Analysis


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Optimization algorithms on matrix manifolds PA Absil, R Mahony, R Sepulchre Princeton University Press, 2008	3578	2008
Manopt, a Matlab toolbox for optimization on manifolds N Boumal, B Mishra, PA Absil, R Sepulchre The Journal of Machine Learning Research 15 (1), 1455-1459, 2014	937	2014
Trust-region methods on Riemannian manifolds PA Absil, CG Baker, KA Gallivan Foundations of Computational Mathematics 7 (3), 303-330, 2007	443	2007
Riemannian geometry of Grassmann manifolds with a view on algorithmic computation PA Absil, R Mahony, R Sepulchre Acta Applicandae Mathematicae 80 (2), 199-220, 2004	431	2004
Convergence of the iterates of descent methods for analytic cost functions PA Absil, R Mahony, B Andrews SIAM Journal on Optimization 16 (2), 531-547, 2005	312	2005
Low-rank optimization on the cone of positive semidefinite matrices M Journée, F Bach, PA Absil, R Sepulchre SIAM Journal on Optimization 20 (5), 2327-2351, 2010	299*	2010
Projection-like retractions on matrix manifolds PA Absil, J Malick SIAM Journal on Optimization 22 (1), 135-158, 2012	298	2012
Global rates of convergence for nonconvex optimization on manifolds N Boumal, PA Absil, C Cartis IMA Journal of Numerical Analysis 39 (1), 1-33, 2018	250	2018
RTRMC: A Riemannian trust-region method for low-rank matrix completion N Boumal, PA Absil Advances in Neural Information Processing Systems 24, 406-414, 2011	217	2011
H2-optimal model reduction of MIMO systems P Van Dooren, KA Gallivan, PA Absil Applied Mathematics Letters 21 (12), 1267-1273, 2008	205	2008
Two algorithms for orthogonal nonnegative matrix factorization with application to clustering F Pompili, N Gillis, PA Absil, F Glineur Neurocomputing 141, 15-25, 2014	167	2014
A Broyden class of quasi-Newton methods for Riemannian optimization W Huang, KA Gallivan, PA Absil SIAM Journal on Optimization 25 (3), 1660-1685, 2015	158	2015
On the stable equilibrium points of gradient systems PA Absil, K Kurdyka Systems & control letters 55 (7), 573-577, 2006	158	2006
Elucidating the altered transcriptional programs in breast cancer using independent component analysis AE Teschendorff, M Journée, PA Absil, R Sepulchre, C Caldas PLoS Computational Biology 3 (8), e161, 2007	157	2007
VIP: Vortex Image Processing Package for High-contrast Direct Imaging CAG Gonzalez, O Wertz, O Absil, V Christiaens, D Defrére, D Mawet, ... Astrophysical Journal, 2016	137	2016
Best low multilinear rank approximation of higher-order tensors, based on the Riemannian trust-region scheme M Ishteva, PA Absil, S Van Huffel, L De Lathauwer SIAM Journal on Matrix Analysis and Applications 32 (1), 115-135, 2011	136	2011
Low-rank matrix completion via trust-regions on the Grassmann manifold N Boumal, PA Absil Tech. rep., UCL-INMA-2012.07, 2012	114*	2012
A Grassmann-Rayleigh quotient iteration for computing invariant subspaces PA Absil, R Mahony, R Sepulchre, P Van Dooren SIAM Review 44 (1), 57-73, 2000	112	2000
Low-rank matrix completion via preconditioned optimization on the Grassmann manifold N Boumal, PA Absil Linear Algebra and its Applications 475, 200-239, 2015	110	2015
An extrinsic look at the Riemannian Hessian PA Absil, R Mahony, J Trumpf International Conference on Geometric Science of Information, 361-368, 2013	108	2013

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