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Tug of War games and PDEs on graphs with applications in image and high dimensional data processing

The aim of this note is to revisit the connections between some stochastic games, namely Tug-of-War games, and a class of nonlocal PDEs on graphs. We consider a general formulation of Tug-of-War games which is shown to be related to many classical PDEs in the continuous setting. We transcribe these...

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Autores principales: Ennaji, Hamza, Quéau, Yvain, Elmoataz, Abderrahim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102160/
https://www.ncbi.nlm.nih.gov/pubmed/37055429
http://dx.doi.org/10.1038/s41598-023-32354-5
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author Ennaji, Hamza
Quéau, Yvain
Elmoataz, Abderrahim
author_facet Ennaji, Hamza
Quéau, Yvain
Elmoataz, Abderrahim
author_sort Ennaji, Hamza
collection PubMed
description The aim of this note is to revisit the connections between some stochastic games, namely Tug-of-War games, and a class of nonlocal PDEs on graphs. We consider a general formulation of Tug-of-War games which is shown to be related to many classical PDEs in the continuous setting. We transcribe these equations on graphs using ad hoc differential operators and we show that it covers several nonlocal PDEs on graphs such as [Formula: see text] -Laplacian, game p-Laplacian and the eikonal equation. This unifying mathematical framework allows us to easily design simple algorithms to solve several inverse problems in imaging and data science, with a particular focus on cultural heritage and medical imaging.
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spelling pubmed-101021602023-04-15 Tug of War games and PDEs on graphs with applications in image and high dimensional data processing Ennaji, Hamza Quéau, Yvain Elmoataz, Abderrahim Sci Rep Article The aim of this note is to revisit the connections between some stochastic games, namely Tug-of-War games, and a class of nonlocal PDEs on graphs. We consider a general formulation of Tug-of-War games which is shown to be related to many classical PDEs in the continuous setting. We transcribe these equations on graphs using ad hoc differential operators and we show that it covers several nonlocal PDEs on graphs such as [Formula: see text] -Laplacian, game p-Laplacian and the eikonal equation. This unifying mathematical framework allows us to easily design simple algorithms to solve several inverse problems in imaging and data science, with a particular focus on cultural heritage and medical imaging. Nature Publishing Group UK 2023-04-13 /pmc/articles/PMC10102160/ /pubmed/37055429 http://dx.doi.org/10.1038/s41598-023-32354-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Ennaji, Hamza
Quéau, Yvain
Elmoataz, Abderrahim
Tug of War games and PDEs on graphs with applications in image and high dimensional data processing
title Tug of War games and PDEs on graphs with applications in image and high dimensional data processing
title_full Tug of War games and PDEs on graphs with applications in image and high dimensional data processing
title_fullStr Tug of War games and PDEs on graphs with applications in image and high dimensional data processing
title_full_unstemmed Tug of War games and PDEs on graphs with applications in image and high dimensional data processing
title_short Tug of War games and PDEs on graphs with applications in image and high dimensional data processing
title_sort tug of war games and pdes on graphs with applications in image and high dimensional data processing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102160/
https://www.ncbi.nlm.nih.gov/pubmed/37055429
http://dx.doi.org/10.1038/s41598-023-32354-5
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