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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 recognitions 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

2018 National Award of the Academy of Sciences of Cuba

The 2018 National Award of the Academy of Sciences of Cuba in Natural and Exact Sciences has been jointly awarded to Prof. Dr. Carlos Pérez​ Morell (Universidad Central "Marta Abreu"' de Las Villas, Santa Clara, Cuba), Dr. Bac Nguyen Cong and Prof. Dr. Bernard De Baets for their work on Supervised distance metric learning for pattern recognition. The award ceremony took place on May 10 in La Havana Vieja, Cuba. This is a milestone in the longstanding Flanders-Cuba cooperation.

Premio Nacional

28/05/2019Joint doctoral degree for Gisele Helena Miranda Barboni
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Publications

Most recent journal publications
(528) A two-layer representation of four-state reversible number-conserving 2D cellular automata
A. Dzedzej, B. Wolnik, M. Dziemianczuk, A. Nenca, J.M. Baetens and B. De Baets
(2019) JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT. 2019, 073202.
(527) On the role of monometrics in penalty-based data aggregation
R. Pérez-Fernández and B. De Baets
(2019) IEEE TRANSACTIONS ON FUZZY SYSTEMS. 27, 1456-1468.
(526) Cyt-Geist: Current and Future Challenges in Cytometry: Reports of the CYTO 2018 Conference Workshops
K. Czechowska, J. Lannigan, L. Wang, J. Arcidiacono, T.M. Ashhurst, R.M. Barnard, S. Bauer, C. Bispo, D.L. Bonilla, R.R. Brinkman, M. Cabanski, H. Chang, L. Chakrabarti, G. Chojnowski, B. Cotleur, H. Degheidy, G.V. Dela Cruz, S. Eck, J. Elliott, R. Errington, A. Filby, D. Gagnon, R. Gardner, C. Green, M. Gregory, C.J. Groves, C. Hall, F. Hammes, M. Hedrick, R. Hoffman, J. Icha, J. Ivaska, D.C. Jenner, D. Jones, F-M. Kerckhof, C. Kukat, D. Lanham, S. Leavesley, M. Lee, S. Lin-Gibson, V. Litwin, Y. Liu, J. Molloy, J.S. Moore, S. Müller, J. Nedbal, R. Niesner, N. Nitta, B. Ohlsson-Wilhelm, N.E. Paul, S. Perfetto, Z. Portat, R. Props, S. Radtke, R. Rayanki, A. Rieger, S. Rogers, P. Rubbens, R. Salomon, M. Schiemann, J. Sharpe, S.U. Sonder, J.J. Stewart, Y. Sun, H. Ulrich, G. Van Isterdael, A. Vitaliti, C. van Vreden, M. Weber, J. Zimmermann, G. Vacca, P. Wallace and A. Tárnok
(2019) CYTOMETRY PART A. 95, 598-644.
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