We are looking for a talented, research-oriented PhD candidate to join the NWO-VIDI project “SPARGO: Exploring and Exploiting the Geometric Landscape of Infinite-Dimensional Sparse Optimisation” led by Dr. Marcello Carioni at the University of Twente. More information about this here.
Infinite-dimensional modelling has always held a central role in applied mathematics and, nowadays, its popularity has surged in fields traditionally focused on real-world applications, such as engineering, machine learning and imaging. This evolution calls for new methodologies capable of effectively representing and compressing data in infinite-dimensional settings.
In this project, we aim to address this challenge by developing a theoretical framework for the optimal representation of infinite-dimensional data and by designing compression algorithms specifically tailored to such representations. Within this perspective, Optimal Transport will play a fundamental role, as it provides a principled way to compare data distributions capturing their underlying geometric structure. A solid understanding of this theoretical framework will be essential for addressing real-world problems. In particular, we will consider applications to neural network training, imaging, and the analysis and numerical solution of partial differential equations.
Information and application
Are you interested in this position? Please send your application via the 'Apply now' button below before March 26 2026, and include:
- A detailed Curriculum Vitae.
- A motivation letter, emphasising your specific interest and motivation to apply for a PhD position in this research area.
- An academic transcript of BSc and MSc education, including grades.
- A summary of your MSc thesis/final project.
- References (contact information) of two scientific staff members (one of whom should be the supervisor of your MSc thesis/final project) who are willing to provide a recommendation letter at our request.
We particularly encourage/support female applicants to apply.
For more information regarding this position, you are welcome to contact Dr. Marcello Carioni (m.c.carioni@utwente.nl)
Screening is part of the selection process.
About the department
The PhD candidate will work under the supervision of Dr. Marcello Carioni and will be part of the group “Mathematics of Imaging and Artificial Intelligence” (MIA) at the Department of Applied Mathematics. There will be plenty of opportunities for collaboration with researchers in the group of Prof. Carola Schönlieb at the University of Cambridge and in the group of Prof. Kristian Bredies at KFU Graz.
About the organisation
The faculty of Electrical Engineering, Mathematics and Computer Science (EEMCS) uses mathematics, electronics and computer technology to contribute to the development of Information and Communication Technology (ICT). With ICT present in almost every device and product we use nowadays, we embrace our role as contributors to a broad range of societal activities and as pioneers of tomorrow's digital society. As part of a tech university that aims to shape society, individuals and connections, our faculty works together intensively with industrial partners and researchers in the Netherlands and abroad, and conducts extensive research for external commissioning parties and funders. Our research has a high profile both in the Netherlands and internationally. It has been accommodated in three multidisciplinary UT research institutes: Mesa+ Institute, TechMed Centre and Digital Society Institute.
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