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researcher

Jason M. Altschuler

38 papers hereh-index 181.7k citations52 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • first author29
  • middle author2
  • last author6

Across the 38 of 38 papers where every author was matched, so the position is known.

fields
  • math.OC19
  • cs.DS5
  • cs.LG4
  • math.ST4
  • math.PR3
  • stat.ML2

identity via Semantic Scholar / OpenAlex

activity
20152026
most citedNear-linear time approximation algorithms for optimal transport via Sinkhorn iteration

290 citations · 492 across the 36 of their papers we have counts for

collaborators
Showing 2021 · math.OCShow all

3 papers · 2 filters

math.OC2021★ 25 cited

Asymptotics for semi-discrete entropic optimal transport

Jason M. Altschuler, Jonathan Niles-Weed, Austin J. Stromme

We compute exact second-order asymptotics for the cost of an optimal solution to the entropic optimal transport problem in the continuous-to-discrete, or semi-discrete, setting. In…

math.OC2021★ 5 cited

Averaging on the Bures-Wasserstein manifold: dimension-free convergence of gradient descent

Jason M. Altschuler, Sinho Chewi, Patrik Gerber +1

We study first-order optimization algorithms for computing the barycenter of Gaussian distributions with respect to the optimal transport metric. Although the objective is geodesic…

math.OC2021★ 30 cited

Wasserstein barycenters are NP-hard to compute

Jason M. Altschuler, Enric Boix-Adsera

Computing Wasserstein barycenters (a.k.a. Optimal Transport barycenters) is a fundamental problem in geometry which has recently attracted considerable attention due to many applic…

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