Tensor Tools for Taming the Curse
From 01-01-2023 to 31-12-2026
Description
One of the grand scientific challenges is to overcome the curse of dimensionality in the data and physical sciences. The central theme of this proposal is that we can overcome this exponential wall by adopting and developing low-rank tensor approximations of the relevant spaces. To achieve this, we will tackle central mathematical problems such as tensor factorizations, tensor completion and the construction of tropical tensor networks, delve into computational algorithms related to tensor networks and to solving multivariate polynomial equations, and explore far-reaching applications of tensors in the fields of quantum many-body physics, multilinear system modelling and machine learning.
Team
- Bart De Moor, Co-promoter
- Frank Verstraete, Coordinator (External)
- Fatemeh Mohammadi, Promoter (External)
- Lieven De Lathauwer, Promoter
- Johan Suykens, Promoter
Financing
Funding: KU Leuven - Internal Funding KU Leuven
Program/Grant Type: iBOF - Interuniversity BOF Project
Events
2/09/2024:
PhD defense - Martijn Oldenhof
Machine Learning for Advanced Chemical Analysis and Structure Recognition in Drug Discovery
3/09/2024:
Meet the Jury Igor Tetko on Advanced Machine Learning in Drug Discovery
12/09/2024:
Multimodal analysis of cell-free DNA for sensitive cancer detection in low-coverage and low-sample settings
Seminar by Antoine Passemiers
News
STADIUS Alumni Herman Verrelst – new CEO of Biocartis
08 June 2017
Herman Verrelst, the founder of KU Leuven spin-off Cartagenia, who has been working in Silicon Valley, US for the last few years will be returning to Belgium to follow the steps of Rudi Pauwels as CEO of the Belgian diagnostic company, Biocartis.
Supporting healthcare policymaking via machine learning – batteries included!
29 May 2017
STADIUS takes the lead in the data analytics efforts in an ambitious European Project MIDAS.
Marc Claesen gives an interview about his PhD for the magazine of the Faculty of Engineering Sciences "Geniaal"
10 February 2017
Did you know that in Belgium approximately one third of type 2 diabetes patients are unaware of their condition?
Joos Vandewalle is nieuwe voorzitter KVAB
09 October 2016
Op 5 oktober 2016 heeft de Algemene Vergadering van de Academie KVAB Joos Vandewalle verkozen tot voorzitter van de KVAB.
