Projects
The next generation of transmission electron microscopy: from biomedicine to nanomaterials. A state-of-the art electron microscopy system for cryo-EM and correlative light and electron microscopy Hasselt University
Outline of the Strategic Action Plan to address human rights challenges raised by developments, in the field of biomedicine for the period 2020-2025. University of Antwerp
Privacy preserving data and knowledge fusion in personalized biomedicine KU Leuven
In our research we will investigate privacy preserving data and knowledge fusion methods in personalized medicine, and specifically privacy preservation at both levels: at the level of a single data set containing potentially sensitive, personal samples and in a multi-centric context with distributed, privately owned data sets.
Novel tree-ensemble based methods for weakly-supervised structured output prediction with applications in biomedicine KU Leuven
Recent studies in structured output prediction, an umbrella term for machine learning tasks where multiple outputs must be predicted, have identified the veracity of the data as a major challenge. More specifically, structured output prediction datasets present noise in the output space due to faulty equipment, high cost of annotation or high volume of data, meaning that they are weakly-supervised. State-of-the-art methods, however, often ...