7 citations · 11 across the 3 of their papers we have counts for
4 papers
Inductive Semi-supervised Learning Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
In this paper, we tackle the inductive semi-supervised learning problem that aims to obtain label predictions for out-of-sample data. The proposed approach, called Optimal Transpor…
Hierarchical Optimal Transport for Unsupervised Domain Adaptation
Mourad El Hamri, Younès Bennani, Issam Falih +1
In this paper, we propose a novel approach for unsupervised domain adaptation, that relates notions of optimal transport, learning probability measures and unsupervised learning. T…
Label Propagation Through Optimal Transport
Mourad El Hamri, Younès Bennani, Issam Falih
In this paper, we tackle the transductive semi-supervised learning problem that aims to obtain label predictions for the given unlabeled data points according to Vapnik's principle…
Regularized Optimal Transport for Dynamic Semi-supervised Learning
Mourad El Hamri, Younès Bennani
Semi-supervised learning provides an effective paradigm for leveraging unlabeled data to improve a model's performance. Among the many strategies proposed, graph-based methods have…