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 20
- 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
- Testing & optimising a mobile app in Belgium for the prevention and management of COVID-19 infectionsFrom22 May 2020 → 31 May 2021Funding: FWO Special Call for Covid-19 research projects
Publications
1 - 10 of 148
- Benchmarking whole knowledge graph embedding techniques(2024)
Authors: Pieter Bonte, Sander Vanden Hautte, Filip De Turck, Sofie Van Hoecke, Femke Ongenae
Pages: 163 - 184 - 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
- Leak localization in water distribution networks using GIS-Enhanced autoencoders(2023)
Authors: Michael Weyns, Ganjour Mazaev, Guido Vaes, Filip Vancoillie, Filip De Turck, Sofie Van Hoecke, Femke Ongenae
Pages: 859 - 881 - TALK : tracking activities by linking knowledge(2023)
Authors: Bram Steenwinckel, Mathias De Brouwer, Marija Stojchevska, Filip De Turck, Sofie Van Hoecke, Femke Ongenae
- MinMaxLTTB : leveraging MinMax-preselection to scale LTTB(2023)
Authors: Jeroen Van Der Donckt, Jonas Van Der Donckt, Michaël Rademaker, Sofie Van Hoecke
Pages: 21 - 25 - LDESTS : enabling efficient storage and querying of large volumes of time series data on solid pods(2023)Volume: 3632
Authors: Tom Windels, Wout Slabbinck, Pieter Bonte, Stijn Verstichel, Pieter Colpaert, Sofie Van Hoecke, Femke Ongenae, Irini Fundulaki, Kouji Kozaki, Daniel Garijo, et al.
Number of pages: 1 - Powershap : a power-full shapley feature selection method(2023)Volume: 13713
Authors: Jarne Verhaeghe, Jeroen Van Der Donckt, Femke Ongenae, Sofie Van Hoecke, Massih-Reza Amini, Stéphane Canu, Asja Fischer, Tias Guns, Petra Kralj Novak, Grigorios Tsoumakas
Pages: 71 - 87 - Parameter efficient neural networks with singular value decomposed kernels(2023)
Authors: David Vander Mijnsbrugge, Femke Ongenae, Sofie Van Hoecke
Pages: 5682 - 5692 - Real-time estimation and monitoring of COVID-19 aerosol transmission risk in office buildings(2023)
Authors: Jelle Vanhaeverbeke, Emiel Deprost, Pieter Bonte, Matthias Strobbe, Jelle Nelis, Bruno Volckaert, Femke Ongenae, Steven Verstockt, Sofie Van Hoecke
- Data analytics for health and connected care : ontology, knowledge graph and applications(2023)Volume: 488
Authors: Bram Steenwinckel, Mathias De Brouwer, Marija Stojchevska, Jeroen Van Der Donckt, Jelle Nelis, Joeri Ruyssinck, Joachim van der Herten, Koen Casier, Jan Van Ooteghem, Pieter Crombez, et al.
Pages: 344 - 360