Quantitative Uniform Stability of the Iterative Proportional Fitting Procedure
- 👤 Speaker: George Degliannidis, University of Oxford
- 📅 Date & Time: Friday 19 April 2024, 14:00 - 15:00
- 📍 Venue: MR2, Centre for Mathematical Sciences
Abstract
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 Schrödinger bridges.
This is joint work with V. de Bortoli and A. Doucet.
Series This talk is part of the Statistics series.
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George Degliannidis, University of Oxford
Friday 19 April 2024, 14:00-15:00