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==Mathematical Foundations:==
==Mathematical Foundations:==
==Applications:==
* Wasserstein Generative Adversarial Networks [https://leon.bottou.org/publications/pdf/icml-2017.pdf], [https://nemo.kiwi/studies/M1/ML/report.pdf]
* Optimal transport methods in economics; see book by Galichon (I have a copy you can borrow)

Revision as of 00:41, 21 January 2022

Below, you can find a list of new article ideas and suggested references. (Feel free to incorporate additional references! Please list all references you use at the bottom of your article.) If you choose to write about one of these ideas, remove it from the list below and create a new link on the main page.

Want to write about something that's not listed here? Email me!

The Optimal Transport Problem

Variants of Optimal Transport Problems

  • Wasserstein barycenters and applications in image processing; Santambrogio (215-218); Peyré-Cuturi (138-148)
  • Multi-marginal optimal transport and density functional theory (perhaps discussing applications in economics or density functional theory); Figalli-Glaudo(105-106); Santambriogio (48-51)
  • Entropic optimal transport and the Schrödinger bridge problem [2][3]
  • Martingale optimal transport and mathematical finance; Santambrogio (51-53)
  • Sliced and Max-Sliced Wasserstein Metric

The 2-Wasserstein Metric

  • Displacement convexity; Santambrogio (249-251,271-276); Villani (150-154)
  • Gradient flows in metric spaces; Figalli-Glaudo (107-108); Santambrogio, 'OT for Applied Mathematicians' (285-290); Santambrogio, 'Euclidean, Metric, and Wasserstein GFs' (90-107; don't need to cover all topics, just what interests you)
  • 2-Wasserstein gradient flows and Ricci curvature; Figalli-Glaudo (112-114)

Numerical Methods for Optimal Transport

  • Computing OT via Benamou-Brenier; Santambrogio (220-225); Peyré, Cuturi (102-108)
  • Wasserstein Barycenters; Santambrogio (215-218); Peyré, Cuturi (138-144)

Mathematical Foundations:

Applications:

  • Wasserstein Generative Adversarial Networks [4], [5]
  • Optimal transport methods in economics; see book by Galichon (I have a copy you can borrow)