Analysis & Applied Math

Event Information The computational complexity of Wasserstein barycenters
13:10 on Friday April 23, 2021
14:00 on Friday April 23, 2021
Virtual
Enric Boix
http://web.mit.edu/eboix/www/
MIT
https://web.mit.edu/

Computing Wasserstein barycenters is a fundamental geometric problem with widespread applications in machine learning, statistics, and computer graphics. Although the problem has been the subject of intense algorithmic interest, until recently it was open whether Wasserstein barycenters can be computed in polynomial time. We resolve this question by proving NP-hardness in high dimension and providing a polynomial-time algorithm in fixed dimension. Our proof makes use of a new, general approach to solving multi-marginal optimal transport problems. Joint work with Jason Altschuler.

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