Pith. sign in

The statistical effect of entropic regularization in optimal transportation

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it
abstract

We propose to tackle the problem of understanding the effect of regularization in Sinkhorn algotihms. In the case of Gaussian distributions we provide a closed form for the regularized optimal transport which enables to provide a better understanding of the effect of the regularization from a statistical framework.

citation-role summary

method 1

citation-polarity summary

fields

stat.ML 1

years

2025 1

verdicts

CONDITIONAL 1

roles

method 1

polarities

use method 1

representative citing papers

Optimal Transport with Heterogeneously Missing Data

stat.ML · 2025-05-22 · conditional · novelty 6.0

A debiased Bures-Wasserstein estimator and a matrix-completion based estimator for entropic optimal transport are consistent under heterogeneous MCAR missingness.

citing papers explorer

Showing 1 of 1 citing paper.

  • Optimal Transport with Heterogeneously Missing Data stat.ML · 2025-05-22 · conditional · none · ref 12 · internal anchor

    A debiased Bures-Wasserstein estimator and a matrix-completion based estimator for entropic optimal transport are consistent under heterogeneous MCAR missingness.