New article ideas: Difference between revisions
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* Wasserstein Generative Adversarial Networks [https://leon.bottou.org/publications/pdf/icml-2017.pdf], [https://nemo.kiwi/studies/M1/ML/report.pdf] | * 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 introduction of book by Galichon (I have a copy you can borrow) and [https://arxiv.org/abs/2107.04700] | * Optimal transport methods in economics; see introduction of book by Galichon (I have a copy you can borrow) and [https://arxiv.org/abs/2107.04700] | ||
* Quantization and Lloyd's algorithm [https://hal.archives-ouvertes.fr/hal-03256039/document], [https://link.springer.com/content/pdf/10.1007/978-3-030-01947-1_7.pdf], [https://link.springer.com/content/pdf/10.1007/978-3-319-99689-9_6.pdf] | * Quantization and Lloyd's algorithm [https://hal.archives-ouvertes.fr/hal-03256039/document], [https://link.springer.com/content/pdf/10.1007/978-3-030-01947-1_7.pdf], [https://link.springer.com/content/pdf/10.1007/978-3-319-99689-9_6.pdf] | ||
Revision as of 17:54, 24 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
- Optimal transport in one dimension; Villani (73-78); Santambrogio (59-67)
- 1-Wasserstein metric, duality, and measures with unequal mass; Piccoli, Rossi, and Tournus A Wasserstein norm for signed measures, with application to nonlocal transport equation with source term
- Regularity of optimal transport maps and the Monge-Ampére equation; Figalli-Glaudo (108-110); Santambrogio (54-57),[1] (make sure to link to the existing wiki article on Optimal Transport and the Monge Ampère equation)
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]
The 2-Wasserstein Metric
- Benamou-Brenier dynamic characterization of W2; Santambrogio (187-198); Villani (238-249) (make sure to cite existing wiki article on Geodesics and generalized geodesics)
- Displacement convexity; Santambrogio (249-251,271-276); Villani (150-154) (make sure to cite existing wiki article on Geodesics and generalized geodesics)
- 2-Wasserstein metric and Ricci curvature; Figalli-Glaudo (112-114); [4]
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:
- The continuity equation; Chorin-Marsden (1-11); Santambrogio (123-126); Ambrosio-Brué-Semola (183-189)
- 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)