Since September First, I have been holding the position of 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 possess the capacity to approximate the performance of the humain brain in terms of flexibility to changes in environments and tasks. Applications related to genetics, omics analysis, and molecular modeling are of specific interest to me.
By leveraging Optimal Transport Theory, I study methods for Domain Adaptation and Transfer Learning. Optimal transport offers powerful geometrical tools that enable me to model tasks, compute solutions and provide theoretical guarantees for algorithms. In the past, I have worked on semi-supervised learning and diverse facets of distributed unsupervised learning. 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.Most recent publications on Google Scholar.
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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.
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.
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:
Full Resume in French: PDF.
My academic genealogy, traced through advisor relationships in reverse chronological order, spans 17 generations over a period of 370 years.