SPOT

Sparsity Promoting Optimal Transport regularization for superresolution and data-driven models

Organization:

Funded by:	UT/EWI
PhD:	L. Del Grande (Leonardo) PhD Candidate +31534899635  l.delgrande@utwente.nl Building: Zilverling 2055 Personal page
Supervisor: Daily supervisor:	prof.dr. C. Brune (Christoph) Full Professor +31534893384  c.brune@utwente.nl Building: Zilverling 2061 Personal page M. Carioni (Marcello) Assistant Professor +31534898407  m.c.carioni@utwente.nl Building: Zilverling 3010 Personal page
Collaboration:	-

Description:

In this project, we plan to study the properties of solutions of sparsity-promoting models. In particular, we will focus on static and dynamic models regularized with Optimal Transport energies, with the goal of understanding the superresolution properties of Inverse Problems in the presence of noise. We will then apply the developed theory to analyze the dynamics and improve the training of Machine Learning models.

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