Mourad El Hamri
Associate Professor, Paris Cité University
Qualification CNU sections 26, 27 and 61
mourad.el-hamri [AT] u-paris.fr
4 Av. de l'Observatoire, 75006 Paris, France
About
I'm an Associate Professor at Paris Cité University, affiliated with the BioSTM Lab and Paris Faculty of Pharmacy. My research seeks to build machine learning models that can closely mimic the human brain's ability to adapt to changes in environments and tasks. I am particularly interested in applications related to genetics, exploring how these models can enhance our understanding of biological processes.
My research focuses on Domain Adaptation and Transfer Learning through Optimal Transport Theory, which provides powerful geometrical tools for task modeling, solution computation, and theoretical guarantees. Prior to my current appointment, I held the role of Assistant Professor at Sorbonne Paris Nord University. Preceding this, I completed a Ph.D. and a Master's degree in Machine Learning from Sorbonne Paris Nord University. Furthermore, I hold Master's and Bachelor's degrees in Applied Mathematics from Fez Faculty of Science.Publications
Most recent publications on Google Scholar.
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Incremental Confidence Sampling with Optimal Transport for Domain Adaptation
Mourad El Hamri, Younès Bennani, Issam Falih
International Journal of Neural Systems. 2024
Structural Optimal Transport for Domain Adaptation with Theoretical Guarantees
Mourad El Hamri
Ph.D. Thesis.
Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
Submitted to Machine Learning Journal.
Hierarchical Optimal Transport for Unsupervised Domain Adaptation
Mourad El Hamri, Younès Bennani, Issam Falih
Machine Learning Journal. 2022.
Incremental Unsupervised Domain Adaptation Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
WCCI/IJCNN'22: World Congress on Computational Intelligence/IEEE International Joint Conference on Neural Networks. 2022.
When Domain Adaptation Meets Semi-Supervised Learning Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
AIAI'22: IFIP International Conference on Artificial Intelligence Applications & Innovations. 2022.
An Optimal Transport Framework for Collaborative Multi-View Clustering
Fatima Ezzahraa Ben Bouazza, Younès Bennani, Mourad El Hamri
Book chapter in Recent Advancements in Multi-View Data Analytics. 2022.
Inductive Semi-supervised Learning Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
ICONIP'21: International Conference on Neural Information Processing. 2021.
Apprentissage semi-supervisé transductif basé sur le transport optimal
Mourad El Hamri, Younès Bennani, Issam Falih
CIFSD'21: Conférence Internationale Francophone sur la Science des Données. 2021.
Label Propagation Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
IJCNN'21: IEEE International Joint Conference on Neural Networks. 2021.
Multi-view Clustering Through Optimal Transport
Fatima Ezzahraa Ben Bouazza, Younès Bennani, Mourad El Hamri
Australian Journal of Intelligent Information Processing Systems. 2019.
Incremental Confidence Sampling with Optimal Transport for Domain Adaptation
Mourad El Hamri, Younès Bennani, Issam Falih
International Journal of Neural Systems. 2024
Structural Optimal Transport for Domain Adaptation with Theoretical Guarantees
Mourad El Hamri
Ph.D. Thesis.
Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
Submitted to Machine Learning Journal.
Hierarchical Optimal Transport for Unsupervised Domain Adaptation
Mourad El Hamri, Younès Bennani, Issam Falih
Machine Learning Journal. 2022.
Incremental Unsupervised Domain Adaptation Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
WCCI/IJCNN'22: World Congress on Computational Intelligence/IEEE International Joint Conference on Neural Networks. 2022.
When Domain Adaptation Meets Semi-Supervised Learning Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
AIAI'22: IFIP International Conference on Artificial Intelligence Applications & Innovations. 2022.
An Optimal Transport Framework for Collaborative Multi-View Clustering
Fatima Ezzahraa Ben Bouazza, Younès Bennani, Mourad El Hamri
Book chapter in Recent Advancements in Multi-View Data Analytics. 2022.
Inductive Semi-supervised Learning Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
ICONIP'21: International Conference on Neural Information Processing. 2021.
Apprentissage semi-supervisé transductif basé sur le transport optimal
Mourad El Hamri, Younès Bennani, Issam Falih
CIFSD'21: Conférence Internationale Francophone sur la Science des Données. 2021.
Label Propagation Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
IJCNN'21: IEEE International Joint Conference on Neural Networks. 2021.
Multi-view Clustering Through Optimal Transport
Fatima Ezzahraa Ben Bouazza, Younès Bennani, Mourad El Hamri
Australian Journal of Intelligent Information Processing Systems. 2019.
Projects
Teaching
To teach is to learn twice over- Joseph Joubert
I mostly teach statistics and machine learning at Paris Cité University:
Among others, I have TA'd the following courses at Sorbonne Paris Nord University:
Advising
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I was in charge in 2021 and 2022 of the co-supervision of two MSc students as part of the Erasmus+ Mobility Program:
- Hamid AHAGGACH, Master's thesis. Now a PhD student at Bourgogne University.
- Omar GHANNOU, Master's thesis. Now a PhD student at Aix-Marseille University.
Vitæ
Full Resume in French: PDF.
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Associate Professor 2023 - PresentParis Cité University
Faculty of Pharmacy - BioSTM UR 7537 -
Assistant Professor [ATER] 2022 - 2023Sorbonne Paris Nord University
Department of Computer Science - LIPN UMR 7030 -
Ph.D. in Computer Science 2019 - 2022Sorbonne Paris Nord University
Thesis: Structural Optimal Transport for Domain Adaptation with Theoretical Guarantees
Thesis defense committee members:
Mathilde Mougeot, École Normale Supérieure Paris-Saclay (Chair)
Nicolas Courty, Université Bretagne Sud (Reviewer)
Marc Sebban, Université Jean Monnet (Reviewer)
Gabriel Peyré, École Normale Supérieure de Paris (Examiner)
Yann Guermeur, LORIA - CNRS (Examiner)
Basarab Matei, Université Sorbonne Paris Nord (Examiner)
Abdelfattah Touzani, USMBA (Examiner)
Nicoleta Rogovschi, Université Paris Cité (Examiner)
Younès Bennani, Université Sorbonne Paris Nord (Advisor)
Issam Falih, Université Clermont Auvergne (Co-Advisor) -
Graduate Teaching Assistant 2019 - 2022Sorbonne Paris Nord University
Department of Computer Science -
Research Intern Apr-Sep 2019LIPN UMR CNRS 7030
Northern Paris Computer Science Lab
French National Centre for Scientific Research -
MSc. in Machine Learning 2018 - 2019Sorbonne Paris Nord University
Thesis: Learning from Learners through Optimal Transport -
MSc. in Applied Mathematics 2017 - 2019Sidi Mohamed Ben Abdellah University
Speciality: Statistics and Data Science -
Undergraduate Research Student Jan-Jul 2017Sidi Mohamed Ben Abdellah University
Algebra, Geometry and Arithmetic Lab
Fez Faculty of Science -
BSc. in Applied Mathematics 2014 - 2017Sidi Mohamed Ben Abdellah University
Thesis: Elliptic-curve cryptography
Thesis Advisor: Siham Ezzouak -
ASc. in Applied Mathematics 2014 - 2016Sidi Mohamed Ben Abdellah University
Academic Genealogy
My academic genealogy, traced through advisor relationships in reverse chronological order, spans 17 generations over a period of 370 years.
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Mourad El HamriStructural Optimal Transport for Domain Adaptation with Theoretical Guarantees
Université Sorbonne Paris Nord - 2022 -
Younès BennaniApproches connexionnistes pour la reconnaissance du locuteur: modélisation et identification
Université Paris-Sud - 1992 -
Françoise Fogelman-SouliéContributions à une théorie du calcul sur réseaux
Université Joseph-Fourier - 1985 -
François RobertÉtude et utilisation de normes vectorielles en analyse numérique linéaire
Université Joseph-Fourier - 1968 -
Noël GastinelMatrices du second degré et normes générales en analyse numérique linéaire
Université Joseph-Fourier - 1960 -
Jean KuntzmannContribution à l'étude des systèmes multiformes
Université de Paris - 1940 -
Georges ValironSur les fonctions entières d'ordre nul et d'ordre fini et en particulier les fonctions à correspondance régulière
Université de Paris - 1914 -
Émile BorelSur quelques points de la théorie des fonctions
École Normale Supérieure Paris - 1893 -
Gaston DarbouxSur les surfaces orthogonales
École Normale Supérieure Paris - 1866 -
Michel ChaslesUnreported
École Polytechnique - 1814 -
Siméon Denis PoissonUnreported
École Polytechnique - 1800 -
Joseph Louis LagrangeUnreported
Università di Torino - 1754 -
Leonhard EulerDissertatio physica de sono
Universität Basel - 1726 -
Johann BernoulliDissertatio de effervescentia et fermentatione
Universität Basel - 1690 -
Jacob BernoulliSolutionem tergemini problematis arithmetici, geometrici et astronomici
Universität Basel - 1684 -
Gottfried Wilhelm LeibnizDisputatio arithmetica de complexionibus
Universität Leipzig - 1666 -
Erhard WeigelDe ascensionibus et descensionibus astronomicis dissertatio
Universität Leipzig - 1650