Expertise

  • Mathematics

    • Extreme Points
    • Hilbert Space
    • Seminorm
    • Range Interaction
    • Regularization
    • Total Variation
  • Computer Science

    • Sparse Representation
    • Convex Optimization

Organisations

My current research focuses on infinite-dimensional optimization, but I am generally interested in every aspect of Calculus of Variations.

Publications

2026

A Dual Certificate Approach to Sparsity in Infinite-Width Shallow Neural Networks (2026)[Working paper › Preprint]. ArXiv.org. Grande, L. D., Brune, C. & Carioni, M.Nonlocal perimeters and variations: Extremality and decomposability for finite and infinite horizons (2026)Calculus of Variations and Partial Differential Equations, 65(2). Article 39. Carioni, M., Del Grande, L., Iglesias, J. A. & Schönberger, H.https://doi.org/10.1007/s00526-025-03205-0

Research profiles

Courses academic year 2025/2026

Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.

Courses academic year 2024/2025

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

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.

Address

University of Twente

Zilverling (building no. 11), room 2055
Hallenweg 19
7522 NH Enschede
Netherlands

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