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Alternating projections on manifolds

Adrian Lewis , Jérôme Malick
Mathematics of Operations Research, 2008, 33 (1), pp.216-234. ⟨10.1287/moor.1070.0291⟩
Journal articles hal-00317157v1
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Large-scale image classification with trace-norm regularization

Zaid Harchaoui , Matthijs Douze , Mattis Paulin , Miro Dudik , Jérôme Malick
CVPR - IEEE Conference on Computer Vision & Pattern Recognition, Jun 2012, Providence, United States. pp.3386-3393, ⟨10.1109/CVPR.2012.6248078⟩
Conference papers hal-00728388v1
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Superquantile-based learning: a direct approach using gradient-based optimization.

Yassine Laguel , Jérôme Malick , Zaid Harchaoui
Journal of Signal Processing Systems, 2022
Journal articles hal-03505745v1
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Superquantiles at Work: Machine Learning Applications and Efficient Subgradient Computation

Yassine Laguel , Krishna Pillutla , Jérôme Malick , Zaid Harchaoui
Set-Valued and Variational Analysis, 2021
Journal articles hal-03505757v1
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Randomized Progressive Hedging methods for Multi-stage Stochastic Programming

Gilles Bareilles , Yassine Laguel , Dmitry Grishchenko , Franck Iutzeler , Jérôme Malick
Annals of Operations Research, 2020, 295, pp.535-560. ⟨10.1007/s10479-020-03811-5⟩
Journal articles hal-02946615v1
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Proximal Gradient methods with Adaptive Subspace Sampling

Dmitry Grishchenko , Franck Iutzeler , Jérôme Malick
Mathematics of Operations Research, 2021, 46 (4), pp.1235-1657, C2. ⟨10.1287/moor.2020.1092⟩
Journal articles hal-02555292v2
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Approximate Joint Diagonalization within the Riemannian Geometry Framework

Florent Bouchard , Louis Korczowski , Jérôme Malick , Marco Congedo
EUSIPCO 2016 - 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. pp.210-214, ⟨10.1109/EUSIPCO.2016.7760240⟩
Conference papers hal-01370052v1
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Approximate Joint Diagonalization According to the Natural Riemannian Distance

Florent Bouchard , Jérôme Malick , Marco Congedo
LVA/ICA 2017 - 13th International Conference on Latent Variable Analysis and Signal Separation, Feb 2017, Grenoble, France. pp.290-299, ⟨10.1007/978-3-319-53547-0_28⟩
Conference papers hal-01551813v1
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Prices stabilization for inexact unit-commitment problems

Sofia Zaourar , Jérôme Malick
Mathematical Methods of Operations Research, 2013, 78 (3), pp.341-359. ⟨10.1007/s00186-013-0447-4⟩
Journal articles istex hal-00720352v3
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On the bridge between combinatorial optimization and nonlinear optimization: a family of semidefinite bounds for 0-1 quadratic problems leading to quasi-Newton methods

Jérôme Malick , Frédéric Roupin
Mathematical Programming, 2013, 140 (1), pp.99-124. ⟨10.1007/s10107-012-0628-6⟩
Journal articles hal-00662367v1
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Locally symmetric submanifolds lift to spectral manifolds

Aris Daniilidis , Jérôme Malick , Hristo Sendov
[Research Report] LJK. 2012
Reports hal-00762984v1
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A dual approach to semidefinite least-squares problems

Jérôme Malick
SIAM Journal on Matrix Analysis and Applications, 2004, 26 (1), pp.272-284. ⟨10.1137/S0895479802413856⟩
Journal articles inria-00072409v2
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Projection-like retractions on matrix manifolds

Pierre-Antoine Absil , Jérôme Malick
SIAM Journal on Optimization, 2012, 22 (1), pp.135-158. ⟨10.1137/100802529⟩
Journal articles hal-00651608v2
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Decomposition algorithm for large-scale two-stage unit-commitment

Wim van Ackooij , Jérôme Malick
Annals of Operations Research, 2016, 238 (1), pp.587-613. ⟨10.1007/s10479-015-2029-8⟩
Journal articles hal-01145653v1
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Uncontrolled inexact information within bundle methods

Jérôme Malick , Welington de Oliveira , Sofia Zaourar-Michel
EURO Journal on Computational Optimization, 2017, 5 (1), pp.5-29. ⟨10.1007/s13675-015-0060-9⟩
Journal articles hal-01249261v1
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Optimization in open networks via dual averaging

Yu-Guan Hsieh , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
CDC 2021 - 60th IEEE Annual Conference on Decision and Control, Dec 2021, Austin, United States. pp.1-7, ⟨10.1109/CDC45484.2021.9683558⟩
Conference papers hal-03342395v1
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Variational-analysis look at combinatorial optimization, and other selected topics in optimization

Jérôme Malick
Optimization and Control [math.OC]. Universite Grenoble Alpes, 2017
Habilitation à diriger des recherches tel-01492394v1
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A smoothing approach for composite conditional gradient with nonsmooth loss

Federico Pierucci , Zaid Harchaoui , Jérôme Malick
[Research Report] RR-8662, INRIA Grenoble. 2014
Reports hal-01096630v1
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A formulation of the linear discrete Coulomb friction problem via convex optimization

Vincent Acary , Florent Cadoux , Claude Lemaréchal , Jérôme Malick
Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik, 2011, 91 (2), pp.155-175. ⟨10.1002/zamm.201000073⟩
Journal articles inria-00495734v1

Une approche par moindres carrés semidéfinis pour le problème k-cluster

Jérôme Malick , Frédéric Roupin
ROADEF'09 Nancy, février, Jan 2009, X, France. pp.17-18
Conference papers hal-01125589v1
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Lifted coordinate descent for learning with trace-norm regularization

Miro Dudik , Zaid Harchaoui , Jérôme Malick
AISTATS - Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics - 2012, Apr 2012, La Palma, Spain. pp.327-336
Conference papers hal-00756802v1
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Solving k-cluster problems to optimality with semidefinite programming

Jérôme Malick , Frédéric Roupin
Mathematical Programming, 2012, 136 (2), pp.279-300. ⟨10.1007/s10107-012-0604-1⟩
Journal articles istex hal-00609744v1
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Convexité et combinatoire

Jérôme Malick
Bulletin de la ROADEF, 2009, 22, pp.4-7
Journal articles hal-00804111v1
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The short-term electricity production management problem at EDF

Grace Hechme-Doukopoulos , Sandrine Brignol-Charousset , Jérôme Malick , Claude Lemaréchal
Optima Newsletter , 2010, 84, pp.2-6
Journal articles hal-00804159v1
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SDLS: a Matlab package for solving conic least-squares problems

Didier Henrion , Jérôme Malick
Preprints, Working Papers, ... hal-00172439v1
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Eventual convexity of probability constraints with elliptical distributions

Wim van Ackooij , Jérôme Malick
Mathematical Programming, Series A, 2019, 175 (1-2), pp.1-27. ⟨10.1007/s10107-018-1230-3⟩
Journal articles hal-02015783v1

A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning

Konstantin Mishchenko , Franck Iutzeler , Jérôme Malick , Massih-Reza Amini
International Conference on Machine Learning, Jul 2018, Stockholm, Sweden. pp.3587-3595
Conference papers hal-01996562v1

A non-smooth optimization method for the friction problem in computational mechanics

Vincent Acary , Florent Cadoux , Claude Lemaréchal , Jérôme Malick
Journée SMAI-MODE, Feb 2008, Clermont-Ferrand, France
Conference papers inria-00423560v1
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Prox-Regularity of Spectral Functions and Spectral Sets

Aris Daniilidis , Adrian Lewis , Jérôme Malick , Hristo Sendov
Journal of Convex Analysis, 2008, 15 (3), pp.547-560
Journal articles hal-00317203v1

Data Science

Massih-Reza Amini , Renaud Blanch , Marianne Clausel , Jean-Baptiste Durand , Éric Gaussier , et al.
Eyrolles, 2018, 9782212674101
Books hal-01978692v1