Marwa El Halabi

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Volkan CevherAssociate Professor, Laboratory for Information and Inference Systems, EPFLVerified email at epfl.ch
Quoc Tran-DinhDepartment of Statistics and Operations Research, UNCVerified email at email.unc.edu
Luca BaldassarreLead Data Scientist, Swiss ReVerified email at swissre.com
Stefanie JegelkaMITVerified email at mit.edu
Yen-Huan LiAssistant Professor of Computer Science, National Taiwan UniversityVerified email at csie.ntu.edu.tw
Gergely OdorPh.D student at EPFLVerified email at epfl.ch
Alp YurtseverUmeå UniversityVerified email at umu.se
Anastasios KyrillidisAssistant Professor, Computer Science Department, Rice University - MicrosoftVerified email at rice.edu
Jakub TarnawskiResearcher, Microsoft ResearchVerified email at microsoft.com
Jakab TardosEPFLVerified email at epfl.ch
Slobodan MitrovićUC DavisVerified email at mit.edu
Ilija BogunovicAssistant professor, UCLVerified email at ucl.ac.uk
Abbas BazziEPFLVerified email at epfl.ch
Francis BachInria - Ecole Normale SupérieureVerified email at inria.fr
Bang Cong Vu3NLab, BeRC, Leuven, BelgiumVerified email at qplox.com
Văn Quang Nguyễn

Marwa El Halabi

Research Scientist, Samsung, SAIL

Verified email at samsung.com - Homepage

Machine Learning Convex Optimization Submodularity.


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Frank-Wolfe works for non-Lipschitz continuous gradient objectives: Scalable poisson phase retrieval G Odor, YH Li, A Yurtsever, YP Hsieh, Q Tran-Dinh, M El Halabi, V Cevher 2016 IEEE International Conference on Acoustics, Speech and Signal …, 2016	30	2016
A totally unimodular view of structured sparsity M El Halabi, V Cevher Artificial Intelligence and Statistics, 223-231, 2015	27	2015
Structured sparsity: Discrete and convex approaches A Kyrillidis, L Baldassarre, ME Halabi, Q Tran-Dinh, V Cevher Compressed Sensing and its Applications, 341-387, 2015	20	2015
Optimal approximation for unconstrained non-submodular minimization M El Halabi, S Jegelka International Conference on Machine Learning, 3961-3972, 2020	15*	2020
Fairness in streaming submodular maximization: algorithms and hardness M El Halabi, S Mitrović, A Norouzi-Fard, J Tardos, JM Tarnawski Advances in Neural Information Processing Systems 33, 13609-13622, 2020	13	2020
An efficient streaming algorithm for the submodular cover problem A Norouzi-Fard, A Bazzi, I Bogunovic, M El Halabi, YP Hsieh, V Cevher Advances in Neural Information Processing Systems 29, 2016	10	2016
Combinatorial Penalties: Which structures are preserved by convex relaxations? M El Halabi, F Bach, V Cevher International Conference on Artificial Intelligence and Statistics, 1551-1560, 2018	9	2018
General proximal gradient method: A case for non-euclidean norms M El Halabi, YP Hsieh, B Vu, Q Nguyen, V Cevher	4	2017
To convexify or not? regression with clustering penalties on graphs M El Halabi, L Baldassarre, V Cevher 2013 5th IEEE International Workshop on Computational Advances in Multi …, 2013	4	2013
Learning with Structured Sparsity: From Discrete to Convex and Back. M El Halabi EPFL, 2018	2	2018
Map estimation for Bayesian mixture models with submodular priors M El Halabi, L Baldassarre, V Cevher 2014 IEEE International Workshop on Machine Learning for Signal Processing …, 2014	1	2014
Group ID U12179 A Alacaoglu, C Aprile, A Asaei, B Bah, L Baldassarre, G Baltaian, ...

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