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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 shown below.


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

Best Poster Award for Dimitri Boeckaerts

One of the three Best Poster Awards was awarded for the contribution "Lessons learned from predicting the structure of over 100 Klebsiella phage receptor-binding proteins" (D. Boeckaerts, M. Stock, B. De Baets, R. Sanjuan, P. Domingo-Calap and Y. Briers) at the Inaugural Symposium of the Belgian Society for Viruses of Microbes (Leuven, Belgium, Sep 2022).

Award winning poster Award winning poster Certificat

20/09/2022Doctoral degree for Jorn Van de Velde
All KERMIT news

Publications

Most recent journal publications
Biblio logo(696) Quo vadis, agent-based modelling tools?
A.J. Daly, L. De Visscher, J.M. Baetens and B. De Baets
(2022) ENVIRONMENTAL MODELLING AND SOFTWARE. 157, 105514.
Biblio logo(695) A complete description of the dynamics of legal outer-totalistic affine continuous cellular automata
B. Wolnik, M. Dembowski, A. Augustynowicz and B. De Baets
(2022) NONLINEAR DYNAMICS. 110, 589-610.
Biblio logo(694) Idempotent uninorms on a complete chain
Y. Ouyang, H.-P. Zhang, Z. Wang and B. De Baets
(2022) FUZZY SETS AND SYSTEMS. 448, 107-126.
All KERMIT publications