Robust Statistics - Integration of parametric robust methods and non-parametric kernel based methods.
From 01-01-2004 to 31-12-2007
Description
The aim of the project is the development of robust methods for kernel based techniques and support vector machines, to achieve an efficient development and integration of both research domains. The following research themes are included: robustification of kernel methods, theoretical analysis of robustness properties, robust model selection, integration of software, application on concrete cases in bioinformatics, chemometrie, process industry and time series analysis. The interaction between the involved research groups and the interaction between theoretical, algorithmic and application aspects are also important objectives.Team
- Johan Suykens, Co-promoter
- Bart De Moor, Promoter
- Kristiaan Pelckmans, Team member
- Marcelo Rodrigo Espinoza Tapia, Team member
- Carlos Andres Alzate Perez, Team member
Financing
Funding: FWO - Research Foundation - Flanders
Program/Grant Type: FWO Research Grant - FWO Research Grant
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.
