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Mission statement

The research unit KERMIT (Knowledge-based Systems) adopts a holistic view on mathematical and computational modelling, acknowledging the needs of our modern information society with a particular focus on the applied biological sciences. It strives to keep a unique balance between theoretical developments and practical applications, a strategy that has proven particularly successful, regarding the output, visibility and recognition of the team. It plays a pioneering role by promoting existing as well as developing new methods in a broad range of disciplines.

Methodological expertise

KERMIT started out in 2000 with two men and a dog as a team in fuzzy set theory and preference modelling, and quickly expanded into the fields of artificial/computational intelligence and operations research. Over the years, it has evolved into a holistic team covering the entire data-to-decision pipeline. It provides methodological expertise in the following areas:

  • image processing and computer vision (e.g. mathematical morphology, filters)
  • knowledge-based systems (e.g. bioportals, ontologies)
  • dynamical modelling (e.g. differential equations, cellular automata, individual-based models)
  • data science and machine learning (e.g. time series prediction, structured prediction, deep learning, big data)
  • management of imprecision and uncertainty (e.g. probability, possibility and fuzzy set theory; stochastic modelling, theory of copulas)
  • optimization and operations research (e.g. preference modelling, multi-criteria decision making)

News

2024 Herbert Sichel Medal

The 2024 Herbert Sichel Medal of the South African Statistical Association (SASA), recognizing the best 2023 statistical paper co-authored by a member of SASA, has been jointly awarded to Matthys Lucas Steyn, Tertius de Wet, Bernard De Baets and Stijn Luca for their paper "A nearest neighbor open-set classifier based on excesses of distance ratios" published in the Journal of Computational and Graphical Statistics. The award ceremony took place on November 20 at the opening ceremony of the 65th Annual Conference of the South African Statistical Association.

09/10/2024Doctoral degree for Baoying Shan
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Publications

Most recent journal publications
Biblio logo(780) High-quality marine economic development in China from the perspective of green total factor productivity growth: Dynamic changes and improvement strategies
P. Liu, B. Zhu, M. Yang and B. De Baets
(2024) TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY. 30, 1572-1597.
Biblio logo(779) A multi-perspective exploration of the salinization mechanisms of groundwater in the Guanzhong Basin, China
D. Mu, P. Li, B. De Baets, D. Li, Z. Li and S. He
(2024) SCIENCE OF THE TOTAL ENVIRONMENT. 957, 177421.
Biblio logo(778) No six-cell neighborhood cellular automaton solves the parity problem
A. Nenca, B. Wolnik and B. De Baets
(2024) THEORETICAL COMPUTER SCIENCE. 1021, 114923.
All KERMIT publications