Mokhtar Z. Alaya

5 papers · 2019–2021 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird 👥 Mega-Team · Squad

Venues

JMLR (3) NeurIPS (2)

Top co-authors

Laetitia Chapel (2) Alain Rakotomamonjy (2) Gilles Gasso (2) Kilian Fatras (1) Hicham Janati (1) Vivien Seguy (1) Simon Bussy (1) Antony Schutz (1) Alexandre Gramfort (1) Agathe Guilloux (1)

Research topics

Machine Learning (5) Mathematics & Optimization (4) Optimization (4) Application Areas (2) Core Methods (2) Learning Types (2) Optimization & Theory (2) Data Science & Analytics (1) Applications (1) Methods (1)

Keywords

optimal transport (3) sinkhorn algorithm (2) domain adaptation (1) feature selection (1) collaborative filtering (1) oracle inequality (1) sparse regression (1) exponential family (1) matrix completion (1) nuclear norm (1) generalized linear model (1) recommendation system (1) positive-unlabeled learning (1) dual solution (1) wasserstein barycenter (1) nuclear norm penalization (1) linear supervised learning (1) one-hot encoding (1) total variation regularization (1) sinkhorn distance (1)

Papers

POT: Python Optimal Transport JMLR 2021 Partial Optimal Tranport with applications on Positive-Unlabeled Learning NeurIPS 2020 Binarsity: a penalization for one-hot encoded features in linear supervised learning JMLR 2019 Collective Matrix Completion JMLR 2019 Screening Sinkhorn Algorithm for Regularized Optimal Transport NeurIPS 2019