Projects
BEAT - Better Esports Analytics for Teams AP Hogeschool Antwerpen
Edge analytics of heterogeneous IoT data streams through cascading reasoning KU Leuven
EdHub & AI: Implementation of AI in Primary and Secondary Education. Both for Classroom Practices and Learning Analytics HOWEST
Machine learning in federated analytics KU Leuven
An important emerging trend in the analysis of sensitive medical data is federated machine learning, where computations are executed in a decentralized manner that does not require the sharing of sensitive patient-level data but learns machine learning models only from aggregated statistical data (typically, from the participating clinical center or a national biobank or registry). Such approaches naturally implement the data minimization ...
Data heterogeneity in federated and privacy-preserving analytics KU Leuven
Federated analytics (“bring the computation to the data”) is a key emerging trend in the analysis of sensitive medical data. It implements - at the level of statistical and machine learning models - the central data minimization requirement of the GDPR by limiting the exchange of information between data controllers (and one or more aggregation hubs) to aggregate statistical data. If further protection of patient privacy or data ...
Integration of expert knowledge in time-series analytics as leverage for improved monitoring and decision support in complex agricultural systems Ghent University
In the context of smart farming, development of advanced analytics translating raw data into useful information for monitoring and decision support is crucial. Oftentimes, these analytics serve to estimate underlying states (e.g. health or welfare status) of a target subject (e.g. a farm animal) based on sensor time-series data. In an agriculture, these target processes are generally complex and influenced by a multitude of internal (e.g. ...
Sensing & Testing Analytics Toolbox for Soldiers to predict fatigue and reduce injuries, infections and attrition rate - STATS Ghent University
“People Our Priority” (POP) has been put forward in the strategic vision and agendas of the Minister of Defense (Ref: Policy Note Oct 29th 2021, Doc 55/2294/008). The physical and mental health and fitness of military personnel is paramount for the efficiency of the core business of this Organisation. Attrition in recruits, the burden of burnout, inadequate fitness levels and food intake, fatigue, injuries and diseases can challenge the ...
Operational Analytics KU Leuven
This research project, a collaboration between Brussels Airport and KU Leuven, sets out to develop the next generation of data analytics techniques for improving operational efficiency. In particular, the research will focus on improving currently available predictive process monitoring techniques, a subdomain of the field of process mining, in order to realize real-time data-driven operational decision making. Given the industry ...
Provide technical support to the WHE Surveillance, EPI and Analytics Pillar in the area of COVID-19 and Monkeypox Institute of Tropical Medicine
• Support WHO Europe in strengthening and implementing integrated regional respiratory surveillance for COVID-19, influenza and other acute respiratory infections;
• Support to countries in Europe for implementing integrated respiratory surveillance;
• Support WHO Europe and MS in implementing and ...