Optimal Transport in Data Science

Expired
Dates : 08 May 2023 » 12 May 2023

Place : Providence, Rhode Island
United States

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Organizer : ICERM

Mathematics and Statistics; Physics; Engineering and Technology; Biology and life sciences; Computer science; Social Sciences and Humanities;
Keywords: Geometry, Image Processing, Machine Learning, Mathematics, Statistics, High Energy Physics, Physics, Energy, Material science, Transport, Biology, Computing, Language
Description :

This workshop will focus on the intersection of mathematics, statistics, machine learning, and computation, when viewed through the lens of optimal transport (OT). Mathematical topics will include low-dimensional models for OT, linearizations of OT, and the geometry of OT including gradient flows and gradient descent in the space of measures. Relevant statistical topics will include reliable and efficient estimation of OT plans in high dimensions, the role of regularization in computing OT distances and plans, with applications to robust statistics, uncertainty quantification, and overparameterized machine learning. Computation will be a recurring theme of the workshop, with emphasis on the development of fast algorithms and applications to computational biology, high energy physics, material science, spatio-temporal modeling, natural language processing, and image processing.


Optimal Transport in Data Science to be held in Providence, Rhode Island, United States between 08 May 2023 and 12 May 2023. It is organised by ICERM. It covers specific areas of Mathematics and Statistics such as 0. Visit the website of the conference for more detailed information or contact the organizer for specific questions.
Add to calendar 2023-05-08 2023-05-12 Europe/London Optimal Transport in Data Science https://www.sciencedz.net/en/conference/94811-optimal-transport-in-data-science Providence, Rhode Island - United States ICERM

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