Centre for Advanced Study

at the Norwegian Academy of Science and Letters

Signatures for Images

Information

Future 2023/2024 Natural Sciences - Medicine - Mathematics

Abstract

An expert team with diverse mathematical backgrounds will build the mathematical foundations for image classification using iterated-integrals signature in the context of rough paths theory. This represents a significant mathematical challenge at the intersection of algebra, stochastic analysis, and geometry. Involving researchers with expertise in machine learning, we will explore signatures of images with a view towards real world applications. Related questions regarding statistical properties of signatures of images will be investigated and answered. The project will provide a platform for interdisciplinary research, reaching from pure mathematics into data science, and aiming at preparing applications for RCN and ERC projects.

Group leader

  • Kurusch Ebrahimi-Fard

    Title Professor Institution Norwegian University of Science and Technology (NTNU) Year at CAS 2023/2024
  • Fabian Andsem Harang

    Title Associate Professor Institution Norwegian Business School (BI) Year at CAS 2023/2024
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