menu
techminis

A naukri.com initiative

google-web-stories
Home

>

ML News

>

Sum-of-Squ...
source image

Arxiv

3d

read

281

img
dot

Image Credit: Arxiv

Sum-of-Squares Programming for Ma-Trudinger-Wang Regularity of Optimal Transport Maps

  • Researchers have developed a computational approach that uses Sum-of-Squares (SOS) programming to verify the non-negativity of the Ma-Trudinger-Wang (MTW) tensor associated with ground cost functions in optimal transport.
  • The MTW tensor provides a measure of curvature in optimal transport and is crucial for establishing continuity in the Monge optimal transport map.
  • The proposed approach not only provides certificates of non-negativity for the MTW tensor but also computes an inner approximation of the region where MTW non-negativity holds.
  • The SOS programming method has been applied to various practical ground cost functions to approximate the regions of regularity in their corresponding optimal transport maps.

Read Full Article

like

16 Likes

For uninterrupted reading, download the app