Researcher
Sofie Van Hoecke
- Keywords:Hybrid machine learning, Predictive healthcare, Predictive maintenance, Dynamic dashboards
- Disciplines:Machine learning and decision making, Ontologies, data curation and text mining, Data visualisation and imaging, Knowledge representation and machine learning, Data mining, Health informatics, Human health engineering, Knowledge representation and reasoning
Affiliations
- Department of Industrial System and Product Design (Department)
Member
From1 Oct 2013 → 31 May 2015 - Department of Electronics and information systems (Department)
Member
From1 Oct 2009 → Today - Department of Information technology (Department)
Member
From1 Aug 2003 → 30 Sep 2009
Projects
1 - 10 of 21
- Automatic detection of pulmonary tuberculosis in chest X-ray images using trustworthy machine learningFrom1 Oct 2024 → TodayFunding: BOF - doctoral mandates
- Explainable, human-in-the-loop hybrid AI, resolving conflicting user feedbackFrom1 Nov 2023 → TodayFunding: FWO Strategic Basic Research Grant
- Promoting stable remission in depression by combining e-health and cognitive science: the development of DEpression’s DIgital foreCAsting Tool (DEDICAT)From1 Jan 2023 → TodayFunding: BOF - projects
- Automatic Detection of Parasites in Stool and Blood Smear Images using Trustworthy Machine LearningFrom1 Oct 2022 → TodayFunding: BOF - doctoral mandates
- Explainable, human-in-the-loop hybrid AI, resolving conflicting user feedback and in a federated learning settingFrom1 Oct 2022 → 31 Oct 2023Funding: BOF - doctoral mandates
- Enabling personalized medicine by optimizing disease treatments with hybrid machine learningFrom1 Nov 2021 → TodayFunding: FWO Strategic Basic Research Grant
- Towards precision health by enabling multimodal monitoring in real-life settings using uncertainty based, hierarchical, and time-dynamic modelsFrom1 Nov 2021 → TodayFunding: FWO Strategic Basic Research Grant
- Statistische dienstverlening Agentschap Zorg- en Gezondheid: Mining spatiotemporal similarities in the evolution of the Flemish COVID dataFrom1 Jan 2021 → 31 Dec 2021Funding: Department Welfare, Public Health and Culture
- Hybrid machine learning with BIM for energy optimization and dweller well-being in smart buildingsFrom1 Nov 2020 → TodayFunding: FWO Strategic Basic Research Grant
- Towards precision health by enabling multimodal monitoring in real-life settings using uncertainty based hierarchical and time-dynamic modelsFrom1 Nov 2020 → 31 Oct 2021Funding: BOF - doctoral mandates
Publications
1 - 10 of 161
- Unlocking the potential of smartphone and ambient sensors for ADL detection(2024)
Authors: Marija Stojchevska, Mathias De Brouwer, Martijn Courteaux, Bram Steenwinckel, Sofie Van Hoecke, Femke Ongenae
- Context aware deep learning for predictive healthcare(2024)
Authors: David Vander Mijnsbrugge, Sofie Van Hoecke, Femke Ongenae
- Benchmarking whole knowledge graph embedding techniques(2024)
Authors: Pieter Bonte, Sander Vanden Hautte, Filip De Turck, Sofie Van Hoecke, Femke Ongenae
Pages: 163 - 184 - Mitigating data quality challenges in ambulatory wrist-worn wearable monitoring through analytical and practical approaches(2024)
Authors: Jonas Van Der Donckt, Nicolas Vandenbussche, Jeroen Van Der Donckt, Stephanie Chen, Marija Stojchevska, Mathias De Brouwer, Bram Steenwinckel, Koen Paemeleire, Femke Ongenae, Sofie Van Hoecke
- Patients with chronic cluster headache may show reduced activity energy expenditure on ambulatory wrist actigraphy recordings during daytime attacks(2024)
Authors: Nicolas Vandenbussche, Jonas Van Der Donckt, Mathias De Brouwer, Bram Steenwinckel, Marija Stojchevska, Femke Ongenae, Sofie Van Hoecke, Koen Paemeleire
- Acoustic and prosodic speech features reflect physiological stress but not isolated negative affect : a multi-paradigm study on psychosocial stressors(2024)
Authors: Mitchel Kappen, Gert Vanhollebeke, Jonas Van Der Donckt, Sofie Van Hoecke, Marie-Anne Vanderhasselt
- A novel day-ahead regional and probabilistic wind power forecasting framework using deep CNNs and conformalized regression forests(2024)
Authors: Jef Jonkers, Diego Nieves Avendano, Glenn Van Wallendael, Sofie Van Hoecke
- Tree visualization of patient information for explainability of AI outputs(2023)Volume: 3508
Authors: Sandeep Ramachandra, David Vander Mijnsbrugge, P.J Lammertyn, S. Dupulthys, Femke Ongenae, Sofie Van Hoecke, B Fu, P Lambrix, H Li, S Nunes, et al.
Pages: 63 - 69 - Generalizable calibrated machine learning models for real-time atrial fibrillation risk prediction in ICU patients(2023)
Authors: Jarne Verhaeghe, Thomas De Corte, Christopher M. Sauer, Tom Hendriks, Olivier W.M. Thijssens, Femke Ongenae, Paul Elbers, Jan De Waele, Sofie Van Hoecke
- From lab to real world : assessing the effectiveness of human activity recognition and optimization through personalization(2023)
Authors: Marija Stojchevska, Mathias De Brouwer, Martijn Courteaux, Femke Ongenae, Sofie Van Hoecke