19 citations · 31 across the 8 of their papers we have counts for
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stat.ML2021
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…
stat.ML2017★ 7 cited
Co-clustering through Optimal Transport
Charlotte Laclau, Ievgen Redko, Basarab Matei +2
In this paper, we present a novel method for co-clustering, an unsupervised learning approach that aims at discovering homogeneous groups of data instances and features by grouping…
stat.ML2016
Kernel Alignment for Unsupervised Transfer Learning
Ievgen Redko, Younès Bennani
The ability of a human being to extrapolate previously gained knowledge to other domains inspired a new family of methods in machine learning called transfer learning. Transfer lea…