P.-A. Absil

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Rodolphe SepulchreProfessor of Engineering, University of CambridgeVerified email at eng.cam.ac.uk
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
Mariya IshtevaKU LeuvenVerified email at kuleuven.be
Lieven De LathauwerKULeuvenVerified email at kuleuven.be
Wen HuangXiamen UniversityVerified email at xmu.edu.cn
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 MassartFNRS Scientific Collaborator, UCLouvainVerified email at uclouvain.be
Andrew TeschendorffCAS-MPG Computational Biology Institute, Shanghai & University College LondonVerified email at picb.ac.cn
Marc Van DroogenbroeckUniversity of Liège / Université de Liège (ULiège - ULg), BelgiumVerified email at uliege.be
Olivier AbsilFNRS Senior Research Associate, University of LiègeVerified email at uliege.be
Dimitri MawetCaltechVerified email at astro.caltech.edu
Anuj SrivastavaProfessor of Statistics, Florida State UniversityVerified email at stat.fsu.edu
Jean SurdejLiège UniversityVerified email at uliege.be
François GlineurProfessor, Université catholique de Louvain (UCLouvain) - ICTEAM & CORE - EPLVerified email at uclouvain.be
Francis BachInria - Ecole Normale SupérieureVerified email at inria.fr
Easter Selvan SuviseshamuthuKessler Foundation, West Orange, NJ, USAVerified email at kesslerfoundation.org

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	3118	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	812	2014
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	409	2004
Trust-region methods on Riemannian manifolds PA Absil, CG Baker, KA Gallivan Foundations of Computational Mathematics 7 (3), 303-330, 2007	396	2007
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	278*	2010
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	276	2005
Projection-like retractions on matrix manifolds PA Absil, J Malick SIAM Journal on Optimization 22 (1), 135-158, 2012	254	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	209	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	201	2011
H2-optimal model reduction of MIMO systems P Van Dooren, KA Gallivan, PA Absil Applied Mathematics Letters 21 (12), 1267-1273, 2008	190	2008
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	146	2007
Two algorithms for orthogonal nonnegative matrix factorization with application to clustering F Pompili, N Gillis, PA Absil, F Glineur Neurocomputing 141, 15-25, 2014	145	2014
On the stable equilibrium points of gradient systems PA Absil, K Kurdyka Systems & control letters 55 (7), 573-577, 2006	144	2006
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	140	2015
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	128	2011
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
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	105	2016
Low-rank matrix completion via trust-regions on the Grassmann manifold N Boumal, PA Absil Tech. rep., UCL-INMA-2012.07, 2012	96*	2012
An extrinsic look at the Riemannian Hessian PA Absil, R Mahony, J Trumpf International Conference on Geometric Science of Information, 361-368, 2013	93	2013
Nonlinear analysis of cardiac rhythm fluctuations using DFA method PA Absil, R Sepulchre, A Bilge, P Gérard Physica A: Statistical mechanics and its applications 272 (1-2), 235-244, 1999	93	1999

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