Quantitative Uniform Stability of the Iterative Proportional Fitting Procedure

18 Aug 2021  ·  George Deligiannidis, Valentin De Bortoli, Arnaud Doucet ·

We establish the uniform in time stability, w.r.t. the marginals, of the Iterative Proportional Fitting Procedure, also known as Sinkhorn algorithm, used to solve entropy-regularised Optimal Transport problems. Our result is quantitative and stated in terms of the 1-Wasserstein metric. As a corollary we establish a quantitative stability result for Schr\"odinger bridges.

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