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Mokhtar Z. Alaya

2 accepted papers

2020

Partial Optimal Tranport with applications on Positive-Unlabeled Learning

NeurIPS 2020poster

Classical optimal transport problem seeks a transportation map that preserves the total mass between two probability distributions, requiring their masses to be equal. This may be too restrictive in some applications such as color or shape matching, since the distributions may have arbitrary mass…

Cited by 150SourcePDFScholar
2019

Screening Sinkhorn Algorithm for Regularized Optimal Transport

NeurIPS 2019poster

We introduce in this paper a novel strategy for efficiently approximating the Sinkhorn distance between two discrete measures. After identifying neglectable components of the dual solution of the regularized Sinkhorn problem, we propose to screen those components by directly setting them at that val…