Research Explorer

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Researcher

Sofie Van Hoecke

Awards & Distinctions

212 Results

2025

Analysis of free-living daytime movement in patients with migraine with access to acute treatment

Jonas Van Der DoncktNicolas VandenbusscheMathias De BrouwerBram SteenwinckelMarija StojchevskaFemke OngenaeKoen PaemeleireSofie Van Hoecke

A1 Journal Article in JOURNAL OF HEADACHE AND PAIN

Interpretable machine learning models for COPD ease of breathing estimation

Thomas KokJohn MoralesDirk DeschrijverDolores Blanco-AlmazanWillemijn GroenendaalDavid RuttensChristophe SmeetsVojkan MihajlovicFemke OngenaeSofie Van Hoecke

A1 Journal Article in MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Tracking Migraine Symptoms: A Longitudinal Comparison of Smartphone-Based Headache Diaries and Clinical Interviews

Nicolas VandenbusscheJonas Van Der DoncktMathias De BrouwerBram SteenwinckelMarija StojchevskaFemke OngenaeSofie Van HoeckeKoen Paemeleire

U Journal Article in NEUROLOGY INTERNATIONAL

Uncovering the potential of smartphones for behavior monitoring during migraine follow-up

Marija StojchevskaJonas Van Der DoncktNicolas VandenbusscheMathias De BrouwerKoen PaemeleireFemke OngenaeSofie Van Hoecke

A1 Journal Article in BMC MEDICAL INFORMATICS AND DECISION MAKING

tsdownsample : high-performance time series downsampling for scalable visualization

Jeroen Van Der DoncktJonas Van Der DoncktSofie Van Hoecke

A1 Journal Article in SOFTWAREX

2024

A comprehensive evaluation of an artificial intelligence based digital pathology to monitor large-scale deworming programs against soil-transmitted helminths : a study protocol

Peter WardSara RooseMio Ayana HedaLindsay A. BroadfieldPeter DahlbergNarcis KabatereineAdama KaziengaZeleke Mekonnen KurmaneBetty NabatteLieven Stuyver et al.

A1 Journal Article in PLOS ONE

A novel day-ahead regional and probabilistic wind power forecasting framework using deep CNNs and conformalized regression forests

Jef JonkersDiego Nieves AvendanoGlenn Van WallendaelSofie Van Hoecke

A1 Journal Article in APPLIED ENERGY

A semi-supervised anomaly detection approach for detecting mechanical failures

Colin SoeteMichaël RademakerSofie Van Hoecke

A1 Journal Article in AI EDAM-ARTIFICIAL INTELLIGENCE FOR ENGINEERING DESIGN ANALYSIS AND MANUFACTURING

Acoustic and prosodic speech features reflect physiological stress but not isolated negative affect : a multi-paradigm study on psychosocial stressors

Mitchel KappenGert VanhollebekeJonas Van Der DoncktSofie Van HoeckeMarie-Anne Vanderhasselt

A1 Journal Article in SCIENTIFIC REPORTS

Antimicrobial stewardship in the intensive care unit : evolving challenges and data science opportunities

Thomas De CorteJan De WaeleSofie Van HoeckePieter Depuydt

Benchmarking whole knowledge graph embedding techniques

Pieter BonteSander Vanden HautteFilip De TurckSofie Van HoeckeFemke Ongenae

A1 Journal Article in INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING

Conformal predictive systems under covariate shift

Jef JonkersGlenn Van WallendaelLuc DuchateauSofie Van Hoecke

Context aware deep learning for predictive healthcare

David Vander MijnsbruggeSofie Van HoeckeFemke Ongenae

Context-aware machine learning for scalable IoT data analytics and visualization using semantic web technologies

Pieter MoensSofie Van HoeckeBruno Volckaert

Designing a pharmacokinetic machine learning model for optimizing beta-lactam antimicrobial dosing in critically ill patients

Jarne VerhaegheThomas De CorteJan De WaeleFemke OngenaeSofie Van Hoecke

Ecologically valid speech collection in behavioral research : the Ghent Semi-spontaneous Speech Paradigm (GSSP)

Jonas Van Der DoncktMitchel KappenVicky DegraeveKris DemuynckMarie-Anne VanderhasseltSofie Van Hoecke

A1 Journal Article in BEHAVIOR RESEARCH METHODS

Efficient insight mining for time series data in large scale network monitoring environments

Matthias Van OnsemSofie Van HoeckeDennis Dreesen

Left-right swapping and upper-lower limb pairing for robust multi-wearable workout activity detection

Jonas Van Der DoncktJeroen Van Der DoncktSofie Van Hoecke

Magnitude and rotation invariant detection of transportation modes with missing data modalities

Jeroen Van Der DoncktJonas Van Der DoncktSofie Van Hoecke

Mitigating data quality challenges in ambulatory wrist-worn wearable monitoring through analytical and practical approaches

Jonas Van Der DoncktNicolas VandenbusscheJeroen Van Der DoncktStephanie ChenMarija StojchevskaMathias De BrouwerBram SteenwinckelKoen PaemeleireFemke OngenaeSofie Van Hoecke

A1 Journal Article in SCIENTIFIC REPORTS

Patients with chronic cluster headache may show reduced activity energy expenditure on ambulatory wrist actigraphy recordings during daytime attacks

Nicolas VandenbusscheJonas Van Der DoncktMathias De BrouwerBram SteenwinckelMarija StojchevskaFemke OngenaeSofie Van HoeckeKoen Paemeleire

A1 Journal Article in BRAIN AND BEHAVIOR

Point of interest recognition and tracking in aerial video during live cycling broadcasts

Jelle VanhaeverbekeRobbe DecorteMaarten SlembrouckSofie Van HoeckeSteven Verstockt

A1 Journal Article in APPLIED SCIENCES-BASEL

Unlocking the potential of mHealth for smoking cessation : an expert viewpoint

Arian KashefiKyana BosschaertsStephen MurphySofie Van HoeckeMariek Vanden AbeeleLieven De MarezFemke OngenaePeter Conradie

Unlocking the potential of smartphone and ambient sensors for ADL detection

Marija StojchevskaMathias De BrouwerMartijn CourteauxBram SteenwinckelSofie Van HoeckeFemke Ongenae

A1 Journal Article in SCIENTIFIC REPORTS

Unsupervised transfer learning across different data modalities for bearing's speed identification

Diego Nieves AvendanoDirk DeschrijverSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION

2023

A microservice architecture for leak localization in water distribution networks using hybrid AI

Ganjour MazaevMichael WeynsPieter MoensPieter Jan HaestFilip VancoillieGuido VaesJoeri DebaenstAagje WarouxKris MarleinFemke Ongenae et al.

A1 Journal Article in JOURNAL OF HYDROINFORMATICS

Advancing time series data analytics and applied machine learning in healthcare

Jeroen Van Der DoncktSofie Van HoeckeMichaël Rademaker

Comparator model for detecting changes in the ease of breathing of COPD patients

Thomas KokW. GroenendaalS. Blanco-AlmazanL. LijnenC. SmeetsD. RuttensJ. MoralesTom DhaeneFemke OngenaeSofie Van Hoecke et al.

Context-aware deep learning with dynamically assembled weight matrices

David Vander MijnsbruggeFemke OngenaeSofie Van Hoecke

A1 Journal Article in INFORMATION FUSION

Context-aware query derivation for IoT data streams with DIVIDE enabling privacy by design

Mathias De BrouwerBram SteenwinckelZiye FangMarija StojchevskaPieter BonteFilip De TurckSofie Van HoeckeFemke Ongenae

A1 Journal Article in SEMANTIC WEB

Data analytics for health and connected care : ontology, knowledge graph and applications

Bram SteenwinckelMathias De BrouwerMarija StojchevskaJeroen Van Der DoncktJelle NelisJoeri RuyssinckJoachim van der HertenKoen CasierJan Van OoteghemPieter Crombez et al.

Design of a social chatbot with gamification for user profiling and smoking trigger detection

Kyana BosschaertsJeroen StragierBram SteenwinckelLieven De MarezSofie Van HoeckeFemke Ongenae

Do not sleep on traditional machine learning simple and interpretable techniques are competitive to deep learning for sleep scoring

Jeroen Van Der DoncktJonas Van Der DoncktEmiel DeprostNicolas VandenbusscheMichael RademakerGilles VandewieleSofie Van Hoecke

A1 Journal Article in BIOMEDICAL SIGNAL PROCESSING AND CONTROL

Edge anomaly detection framework for AIOps in Cloud and IoT

Pieter MoensBavo AndriessenMerlijn SebrechtsBruno VolckaertSofie Van Hoecke

Expectations and readiness of ICU physicians to use AI in clinical practice : a multicentre survey study

Thomas De CorteLaura Van MaeleJona DietvorstJarne VerhaegheAnn VandendriesscheN De NeveSofie VanderhaeghenA DumoulinW. TemmermanB Dewulf et al.

From lab to real world : assessing the effectiveness of human activity recognition and optimization through personalization

Marija StojchevskaMathias De BrouwerMartijn CourteauxFemke OngenaeSofie Van Hoecke

A1 Journal Article in SENSORS

Generalizable calibrated machine learning models for real-time atrial fibrillation risk prediction in ICU patients

Jarne VerhaegheThomas De CorteChristopher M. SauerTom HendriksOlivier W.M. ThijssensFemke OngenaePaul ElbersJan De WaeleSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

LDESTS : enabling efficient storage and querying of large volumes of time series data on solid pods

Tom WindelsWout SlabbinckPieter BonteStijn VerstichelPieter ColpaertSofie Van HoeckeFemke Ongenae

Leak localization in water distribution networks using GIS-Enhanced autoencoders

Michael WeynsGanjour MazaevGuido VaesFilip VancoillieFilip De TurckSofie Van HoeckeFemke Ongenae

A1 Journal Article in URBAN WATER JOURNAL

MinMaxLTTB : leveraging MinMax-preselection to scale LTTB

Jeroen Van Der DoncktJonas Van Der DoncktMichaël RademakerSofie Van Hoecke

Parameter efficient neural networks with singular value decomposed kernels

David Vander MijnsbruggeFemke OngenaeSofie Van Hoecke

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

Pathogen-based target attainment of optimized continuous infusion dosing regimens of piperacillin-tazobactam and meropenem in surgical ICU patients : a prospective single center observational study

Thomas De CorteJarne VerhaegheSofie DhaeseSarah Van VoorenJerina BoelensAlain VerstraeteVeronique StoveFemke OngenaeLiesbet De BusPieter Depuydt et al.

A1 Journal Article in ANNALS OF INTENSIVE CARE

Physics-enhanced machine learning for predictive maintenance of solenoid valves and water distribution networks

Ganjour MazaevSofie Van HoeckeGuillaume Crevecoeur

Powershap : a power-full shapley feature selection method

Jarne VerhaegheJeroen Van Der DoncktFemke OngenaeSofie Van Hoecke

Probabilistic leak localization in water distribution networks using a hybrid data-driven and model-based approach

Ganjour MazaevMichael WeynsFilip VancoillieGuido VaesFemke OngenaeSofie Van Hoecke

A1 Journal Article in WATER SUPPLY

Real-time estimation and monitoring of COVID-19 aerosol transmission risk in office buildings

Jelle VanhaeverbekeEmiel DeprostPieter BonteMatthias StrobbeJelle NelisBruno VolckaertFemke OngenaeSteven VerstocktSofie Van Hoecke

A1 Journal Article in SENSORS

Realizing real-world and context-aware human behavior monitoring using wearable and smartphone data for mobile health

Marija StojchevskaSofie Van HoeckeFemke Ongenae

TALK : tracking activities by linking knowledge

Bram SteenwinckelMathias De BrouwerMarija StojchevskaFilip De TurckSofie Van HoeckeFemke Ongenae

A1 Journal Article in ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Towards artificial intelligence as a decision support tool to combat AMR in the ICU

Thomas De CorteJarne VerhaegheFemke OngenaeSofie Van HoeckeJan De Waele

A4 Journal Article in ICU MANAGEMENT

Transfer learning for anomaly detection using bearings' vibration signals

Diego Nieves AvendanoDirk DeschrijverSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION

Tree visualization of patient information for explainability of AI outputs

Sandeep RamachandraDavid Vander MijnsbruggeP.J LammertynS. DupulthysFemke OngenaeSofie Van Hoecke

Tryp : a dataset of microscopy images of unstained thick blood smears for trypanosome detection

Esla Timothy AnzakuMohammed Aliy MohammedUtku ÖzbulakJongbum WonHyesoo HongJanarthanan KrishnamoorthySofie Van HoeckeStefan MagezArnout Van MessemWesley De Neve

A1 Journal Article in SCIENTIFIC DATA

2022

A semi-supervised anomaly detection approach detecting mechanical failures

Colin SoeteMichaël RademakerSofie Van Hoecke

A semi-supervised approach with monotonic constraints for improved remaining useful life estimation

Diego Nieves AvendanoNathan VandemoorteleColin SoetePieter MoensAgusmian Partogi OmpusungguDirk DeschrijverSofie Van Hoecke

A1 Journal Article in SENSORS

Acoustic speech features in social comparison : how stress impacts the way you sound

Mitchel KappenJonas Van Der DoncktGert VanhollebekeJens AllaertVicky DegraeveNilesh MadhuSofie Van HoeckeMarie-Anne Vanderhasselt

A1 Journal Article in SCIENTIFIC REPORTS

Affordable artificial intelligence-based digital pathology for neglected tropical diseases : a proof-of-concept for the detection of soil-transmitted helminths and Schistosoma mansoni eggs in Kato-Katz stool thick smears

Peter WardPeter DahlbergOle LagatieJoel LarssonAugust TynongJohnny VlaminckMatthias ZumpeShaali AmeMio AyanaVirak Khieu et al.

A1 Journal Article in PLOS NEGLECTED TROPICAL DISEASES

An incremental grey-box current regression model for anomaly detection of resistance mash seam welding in steel mills

Dieter De PaepeAndy Van Yperen-De DeyneJana DefeverSofie Van Hoecke

A1 Journal Article in APPLIED SCIENCES-BASEL

Artificial intelligence in infection management in the ICU

Thomas De CorteSofie Van HoeckeJan De Waele

A1 Journal Article in CRITICAL CARE

Assessing the added value of context during stress detection from wearable data

Marija StojchevskaBram SteenwinckelJonas Van Der DoncktMathias De BrouwerAnnelies GorisFilip De TurckSofie Van HoeckeFemke Ongenae

A1 Journal Article in BMC MEDICAL INFORMATICS AND DECISION MAKING

Context-aware visualization recommendations reduce decision overload for operators

Pieter MoensBruno VolckaertSofie Van Hoecke

Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients

Jarne VerhaegheSofie DhaeseThomas De CorteDavid Vander MijnsbruggeHeleen AardemaJan G. ZijlstraAlain VerstraeteVeronique StovePieter ColinFemke Ongenae et al.

A1 Journal Article in BMC MEDICAL INFORMATICS AND DECISION MAKING

From self-reporting to monitoring for improved migraine management

Jonas Van Der DoncktMathias De BrouwerPieter MoensMarija StojchevskaBram SteenwinckelStef PletinckNicolas VandenbusscheAnnelis GorisKoen PaemeleireFemke Ongenae et al.

Hierarchical pattern matching for anomaly detection in time series

Matthias Van OnsemDieter De PaepeSander Vanden HauttePieter BonteVeerle LedouxAnnelies LejonFemke OngenaeD. DreesenSofie Van Hoecke

A1 Journal Article in COMPUTER COMMUNICATIONS

Hybrid machine learning for leak localization in the drinking water grid

Ganjour MazaevMichael WeynsFemke OngenaeSofie Van Hoecke

Leak localization in water distribution networks by directly fitting the learning parameters of a Gaussian naive Bayes classifier

Ganjour MazaevMichael WeynsFilip VancoillieGuido VaesFemke OngenaeSofie Van Hoecke

Meta data enrichment for improving the quality and usability of botanical collections

Krishna Kumar Thirukokaranam ChandrasekarSteven VerstocktSofie Van Hoecke

NAOMI platform optimizes communication with relatives of patients

Kirsten ColpaertMathias SyxBram GadeyneTom Van AckerFemke OngenaeSofie Van Hoecke

Neural network augmented physics models for systems with partially unknown dynamics : application to slider-crank mechanism

Wannes De GrooteEdward KikkenErik HostensSofie Van HoeckeGuillaume Crevecoeur

A1 Journal Article in IEEE-ASME TRANSACTIONS ON MECHATRONICS

Physics-based neural network models for prediction of cam-follower dynamics beyond nominal operations

Wannes De GrooteSofie Van HoeckeGuillaume Crevecoeur

A1 Journal Article in IEEE-ASME TRANSACTIONS ON MECHATRONICS

Plotly-resampler : effective visual analytics for large time series

Jonas Van Der DoncktJeroen Van Der DoncktEmiel DeprostSofie Van Hoecke

PowerShap : a power-full Shapley feature selection method

Jarne VerhaegheJeroen Van Der DoncktFemke OngenaeSofie Van Hoecke

Predicting patient-reported symptom clusters in prostate cancer patients : a machine learning approach

Elke RammantEmile DemanLindsay PoppeRenée BultijnckP. DirixG. De MeerleerK. HaustermansAnn Van HeckeD. AzriaJ. Chang-Claude et al.

Prediction of follower jumps in cam-follower mechanisms : the benefit of using physics-inspired features in recurrent neural networks

Wannes De GrooteSofie Van HoeckeGuillaume Crevecoeur

A1 Journal Article in MECHANICAL SYSTEMS AND SIGNAL PROCESSING

The development of an artificial intelligence-based digital pathology for neglected tropical diseases : a platform specific analysis of the World Health Organization diagnostic target product profile for soil-transmitted helminthiasis

Peter WardLindsay A. BroadfieldPeter DahlbergGemechu LetaZeleke MekonnenBetty NabatteNarcis KabatereineAlan BrooksKristina M. OrrlingMireille Gomes et al.

A2 Journal Article in FRONTIERS IN TROPICAL DISEASES

Towards knowledge-driven symptom monitoring & trigger detection of primary headache disorders

Mathias De BrouwerNicolas VandenbusscheBram SteenwinckelMarija StojchevskaJonas Van Der DoncktVic DegraeveFilip De TurckKoen PaemeleireSofie Van HoeckeFemke Ongenae

Towards machine learning-based predictive maintenance in industry using vibration and acoustic data

Diego Nieves AvendanoSofie Van HoeckeDirk Deschrijver

mBrain : towards the continuous follow-up and headache classification of primary headache disorder patients

Mathias De BrouwerNicolas VandenbusscheBram SteenwinckelMarija StojchevskaJonas Van Der DoncktVic DegraeveJasper VaneessenFilip De TurckBruno VolckaertPaul Boon et al.

A1 Journal Article in BMC MEDICAL INFORMATICS AND DECISION MAKING

tsflex : flexible time series processing & feature extraction

Jonas Van Der DoncktJeroen Van Der DoncktEmiel DeprostSofie Van Hoecke

A1 Journal Article in SOFTWAREX

2021

A complete software stack for IoT time-series analysis that combines semantics and machine learning-lessons learned from the dyversify project

Dieter De PaepeSander Vanden HautteBram SteenwinckelPieter MoensJasper VaneessenSteven VandekerckhoveBruno VolckaertFemke OngenaeSofie Van Hoecke

A1 Journal Article in APPLIED SCIENCES-BASEL

Anomaly detection and event mining in cold forming manufacturing processes

Diego Nieves AvendanoDaniel CaljouwDirk DeschrijverSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Bayesian convolutional neural networks for remaining useful life prognostics of solenoid valves with uncertainty estimations

Ganjour MazaevGuillaume CrevecoeurSofie Van Hoecke

A1 Journal Article in IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS

Event-driven dashboarding and feedback for improved event detection in predictive maintenance applications

Pieter MoensSander Vanden HautteDieter De PaepeBram SteenwinckelStijn VerstichelSteven VandekerckhoveFemke OngenaeSofie Van Hoecke

A1 Journal Article in APPLIED SCIENCES-BASEL

FLAGS : a methodology for adaptive anomaly detection and root cause analysis on sensor data streams by fusing expert knowledge with machine learning

Bram SteenwinckelDieter De PaepeSander Vanden HauttePieter HeyvaertMohamed BentefritPieter MoensAnastasia DimouBruno Van Den BosscheFilip De TurckSofie Van Hoecke et al.

A1 Journal Article in FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE

Hybrid physics-based neural network models for predicting nonlinear dynamics in mechatronic applications

Wannes De GrooteGuillaume CrevecoeurSofie Van Hoecke

Insight mining in time series data with applications for anomaly detection

Dieter De PaepeSofie Van HoeckeErik Mannens

Overly optimistic prediction results on imbalanced data : a case study of flaws and benefits when applying over-sampling

Gilles VandewieleIsabelle DehaeneGyörgy KovácsLucas SterckxOlivier JanssensFemke OngenaeFemke De BackereFilip De TurckKristien RoelensJohan Decruyenaere et al.

A1 Journal Article in ARTIFICIAL INTELLIGENCE IN MEDICINE

2020

A dynamic dashboarding application for fleet monitoring using semantic web of things technologies

Sander Vanden HauttePieter MoensJoachim Van HerwegenDieter De PaepeBram SteenwinckelStijn VerstichelFemke OngenaeSofie Van Hoecke

A1 Journal Article in SENSORS

A generalized matrix profile framework with support for contextual series analysis

Dieter De PaepeSander Vanden HautteBram SteenwinckelFilip De TurckFemke OngenaeOlivier JanssensSofie Van Hoecke

A1 Journal Article in ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Clinical information extraction for preterm birth risk prediction

Lucas SterckxGilles VandewieleIsabelle DehaeneOlivier JanssensFemke OngenaeFemke De BackereFilip De TurckKristien RoelensJohan DecruyenaereSofie Van Hoecke et al.

A1 Journal Article in JOURNAL OF BIOMEDICAL INFORMATICS

Data-driven prognostics of alternating current solenoid valves

Ganjour MazaevAgusmian Partogi OmpusungguGeorges TodGuillaume CrevecoeurSofie Van Hoecke

Implications of Z-normalization in the matrix profile

Dieter De PaepeDiego Nieves AvendanoSofie Van Hoecke

Mining recurring patterns in real-valued time series using the radius profile

Dieter De PaepeSofie Van Hoecke

Scalable fleet monitoring and visualization for smart machine maintenance and industrial IoT applications

Pieter MoensVincent BrackeColin SoeteSander Vanden HautteDiego Nieves AvendanoTed OoijevaarSteven DevosBruno VolckaertSofie Van Hoecke

A1 Journal Article in SENSORS

Unsupervised anomaly detection for communication networks : an autoencoder approach

Pieter BonteSander Vanden HautteAnnelies LejonVeerle LedouxFilip De TurckSofie Van HoeckeFemke Ongenae

2019

A convolutional neural network aided physical model improvement for AC solenoid valves diagnosis

Georges TodGanjour MazaevKerem EryilmazAgusmian Partogi OmpusungguErik HostensSofie Van Hoecke

A critical look at studies applying over-sampling on the TPEHGDB dataset

Gilles VandewieleIsabelle DehaeneOlivier JanssensFemke OngenaeFemke De BackereFilip De TurckKristien RoelensSofie Van HoeckeThomas Demeester

Eliminating noise in the matrix profile

Dieter De PaepeOlivier JanssensSofie Van Hoecke

Hybrid derivative functions for identification of unknown loads and physical parameters with application on slider-crank mechanism

Wannes De GrooteEdward KikkenSrajan GoyalSofie Van HoeckeErik HostensGuillaume Crevecoeur

Interpretable detection of unstable smart TV usage from power state logs

Ganjour MazaevOlivier JanssensDirk Van GheelLieve LanoyeGuillaume CrevecoeurSofie Van Hoecke

Medinoid : computer-aided diagnosis and localization of glaucoma using deep learning

Mijung KimJong Chul HanSeung Hyup HyunOlivier JanssensSofie Van HoeckeChangwon KeeWesley De Neve

A1 Journal Article in APPLIED SCIENCES-BASEL

Smart machine maintenance enabled by a condition monitoring living lab

T. H. OoijevaarK. PichlerY. DiS. DevosBruno VolckaertSofie Van HoeckeC. Hesch

Thermal imaging and vibration-based multisensor fault detection for rotating machinery

Olivier JanssensMia LoccufierSofie Van Hoecke

A1 Journal Article in IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS

Time-to-birth prediction models and the influence of expert opinions

Gilles VandewieleIsabelle DehaeneOlivier JanssensFemke OngenaeFemke De BackereFilip De TurckKristien RoelensSofie Van HoeckeThomas Demeester

Towards diagnosis of rotator cuff tears in 3-D MRI using 3-D convolutional neural networks

Mi Jung KimHomin ParkJ.Y. KimSofie Van HoeckeWesley De Neve

2018

A decision support system to follow up and diagnose primary headache patients using semantically enriched data

Gilles VandewieleFemke De BackereKiani LannoyeMaarten Vanden BergheOlivier JanssensSofie Van HoeckeVincent KeeremanKoen PaemeleireFemke OngenaeFilip De Turck

A1 Journal Article in BMC MEDICAL INFORMATICS AND DECISION MAKING

Automated assessment of bone age using deep learning and Gaussian process regression

Tom Van SteenkisteJoeri RuyssinckOlivier JanssensBaptist VandersmissenFlorian VandecasteelePIETER DEVOLDEREric AchtenSofie Van HoeckeDirk DeschrijverTom Dhaene

Automated extraction of rules and knowledge from risk analyses : a ventilation unit demo

Bram SteenwinckelPieter HeyvaertDieter De PaepeOlivier JanssensSander Vanden HautteAnastasia DimouFilip De TurckSofie Van HoeckeFemke Ongenae

Computer-aided diagnosis and localization of glaucoma using deep learning

Mi Jung KimHo-min ParkJasper ZuallaertOlivier JanssensSofie Van HoeckeWesley De Neve

Context-aware stress detection

Olivier JanssensE SmetsG. SchavioneE. Rios VelazquezFemke OngenaeW De RaedtC. Van HoofSofie Van Hoecke

Data-driven optimization of energy efficiency and comfort in an apartment

Diego Nieves AvendanoJoeri RuyssinckSteven VandekerckhoveSofie Van HoeckeDirk Deschrijver

Deep learning for infrared thermal image based machine health monitoring

Olivier JanssensRik Van de WalleMia LoccufierSofie Van Hoecke

A1 Journal Article in IEEE-ASME TRANSACTIONS ON MECHATRONICS

Extended FTLD pedigree segregating a Belgian GRN-null mutation : neuropathological heterogeneity in one family

Anne SiebenSara Van MosseveldeEline WautersSebastiaan EngelborghsJulie van der ZeeTim Van LangenhovePatrick SantensMarleen PraetPaul BoonMarijke Miatton et al.

A1 Journal Article in ALZHEIMERS RESEARCH & THERAPY

Large-scale wearable data reveal digital phenotypes for daily-life stress detection

Elena SmetsEmmanuel Rios VelazquezGiuseppina SchiavoneImen ChakrounEllie D'HondtWalter De RaedtJan CornelisOlivier JanssensSofie Van HoeckeStephan Claes et al.

A1 Journal Article in NPJ DIGITAL MEDICINE

Psychometric data of a questionnaire to measure cyberbullying bystander behavior and its behavioral determinants among adolescents

Ann DeSmetSara BastiaensensKatrien Van CleemputKarolien PoelsHeidi VandeboschGie DeboutteLaura HerrewijnSteven MallietSara PabianFrederik Van Broeckhoven et al.

A2 Journal Article in DATA IN BRIEF

Serious game development and dynamic tailoring through model-driven authoring

Sofie Van HoeckeGaétan DeglorieKoen Samyn

The efficacy of the friendly attac serious digital game to promote prosocial bystander behavior in cyberbullying among young adolescents : a cluster-randomized controlled trial

Ann DeSmetSara BastiaensensKatrien Van CleemputKarolien PoelsHeidi VandeboschGie DeboutteLaura HerrewijnSteven MallietSara PabianFrederic Van Broeckhoven et al.

A1 Journal Article in COMPUTERS IN HUMAN BEHAVIOR

Towards adaptive anomaly detection and root cause analysis by automated extraction of knowledge from risk analyses

Bram SteenwinckelPieter HeyvaertDieter De PaepeOlivier JanssensSander Vanden HautteAnastasia DimouFilip De TurckSofie Van HoeckeFemke Ongenae

Web applicable computer-aided diagnosis of glaucoma using deep learning

Mi Jung KimOlivier JanssensH. ParkJasper ZuallaertSofie Van HoeckeWesley De Neve

2017

A genetic algorithm for interpretable model extraction from decision tree ensembles

Gilles VandewieleKiani LannoyeOlivier JanssensFemke OngenaeFilip De TurckSofie Van Hoecke

Data-driven imbalance and hard particle detection in rotating machinery using infrared thermal imaging

Olivier JanssensMia LoccufierRik Van de WalleSofie Van Hoecke

A1 Journal Article in INFRARED PHYSICS & TECHNOLOGY

Data-driven performance monitoring, fault detection and dynamic dashboards for offshore wind farms

Olivier JanssensSofie Van HoeckeMia Loccufier

Extensible multi-domain generation of Virtual Worlds using blackboards

Gaétan DeglorieRian GoossensSofie Van HoeckePeter Lambert

The efficacy of the Friendly Attac serious digital game to promote prosocial bystander behavior in cyberbullying among young adolescents : a cluster-randomized controlled trial

Ann DeSmetKatrien Van CleemputKarolien PoelsHeidi VandeboschOlga De TroyerSofie Van HoeckeKoen SamynIlse De Bourdeaudhuij

The pragmatic proof : hypermedia API composition and execution

Ruben VerborghDörthe ArndtSofie Van HoeckeJos De RooGiovanni MelsThomas SteinerJoaquim Gabarro

A1 Journal Article in THEORY AND PRACTICE OF LOGIC PROGRAMMING

2016

Convolutional neural network based fault detection for rotating machinery

Olivier JanssensViktor SlavkovikjBram VervischKurt StockmanMia LoccufierSteven VerstocktRik Van de WalleSofie Van Hoecke

A1 Journal Article in JOURNAL OF SOUND AND VIBRATION

Data-driven multivariate power curve modeling of offshore wind turbines

Olivier JanssensNymfa NoppeChristof DevriendtRik Van de WalleSofie Van Hoecke

A1 Journal Article in ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Dynamic monitoring dashboards through composition of web and visualisation services

Sofie Van HoeckeCynric HuysOlivier JanssensRuben VerborghRik Van de Walle

Enabling control of 3D visuals, scenarios and non-linear gameplay in serious game development through model-driven authoring

Sofie Van HoeckeKoen SamynGaétan DeglorieOlivier JanssensPeter LambertRik Van de Walle

GENESIM : genetic extraction of a single, interpretable model

Gilles VandewieleOlivier JanssensFemke OngenaeFilip De TurckSofie Van Hoecke

Multimodal analysis for object classification and event detection

Viktor SlavkovikjSteven VerstocktSofie Van Hoecke

The Friendly ATTAC game: an intervention aimed at adolescent bystander behavior in cyberbullying

Heidi VandeboschKatrien Van CleemputSteven MallietSara BastiaensensLaura HerrewijnFrederik Van BroeckhovenGaétan DeglorieAnn DeSmetKarolien PoelsSofie Van Hoecke et al.

The Friendly ATTAC game: an intervention aimed at the promotion of positive bystander behavior in cyberbullying among adolescents: examining the role of player experience and player behavior

Heidi VandeboschKatrien Van CleemputSteven MallietSara BastiaensensLaura HerrewijnFrederik Van BroeckhovenGaétan DeglorieAnn DeSmetKarolien PoelsSofie Van Hoecke et al.

The efficacy of a serious game aimed at the promotion of positive bystander behavior in cyberbullying among adolescents: examining the role of player experience and player behavior

Heidi VandeboschLaura HerrewijnKatrien Van CleemputSteven MallietSara BastiaensensFrederik Van BroeckhovenGaétan DeglorieAnn DeSmetSofie Van HoeckeKoen Samyn et al.

The efficacy of a serious game aimed at the promotion of positive bystander behavior in cyberbullying among adolescents: examining the role of player experience and player behavior

Heidi VandeboschLaura HerrewijnKatrien Van CleemputSteven MallietSara BastiaensensFrederik Van BroeckhovenGaétan DeglorieAnn DeSmetSofie Van HoeckeKoen Samyn et al.

Towards intelligent lubrication control : infrared thermal imaging for oil level prediction in bearings

Olivier JanssensMathieu RennuySteven DevosMia LoccufierRik Van de WalleSofie Van Hoecke

Unsupervised spectral sub-feature learning for hyperspectral image classification

Viktor SlavkovikjSteven VerstocktWesley De NeveSofie Van HoeckeRik Van de Walle

A1 Journal Article in INTERNATIONAL JOURNAL OF REMOTE SENSING

2015

A learning based approach for real-time emotion classification of tweets

Olivier JanssensRik Van de WalleSofie Van Hoecke

Bookchapter in Applications of social media and social network analysis

Generating non-linear Narrative for serious games with scenario templates

Koen SamynGaétan DegloriePeter LambertSofie Van HoeckeRik Van de Walle

Hyperspectral image classification with convolutional neural networks

Viktor SlavkovikjSteven VerstocktWesley De NeveSofie Van HoeckeRik Van de Walle

Infrared and vibration based bearing fault detection using neural networks

Olivier JanssensLothar VerledensRaiko SchulzVeerle OngenaeKurt StockmanMia LoccufierRik Van de WalleSofie Van Hoecke

Learning TCP protocol fundamentals using innovative TCP flow toolbox

Sofie Van HoeckePetar PetrovTom Van AckerRik Van de Walle

Procedural animation of human interaction using inverse kinematics and fuzzy logic

Gaétan DeglorieKoen SamynPeter LambertRik Van de WalleSofie Van Hoecke

Thermal image based fault diagnosis for rotating machinery

Olivier JanssensRaiko SchulzViktor SlavkovikjKurt StockmanMia LoccufierRik Van de WalleSofie Van Hoecke

A1 Journal Article in INFRARED PHYSICS & TECHNOLOGY

Towards thermal imaging based condition monitoring in offshore wind turbines

Sofie Van HoeckeOlivier JanssensRaiko SchulzKurt StockmanMia LoccufierRik Van de Walle

2014

Educational virtual game scenario generation for serious games

Olivier JanssensKoen SamynRik Van de WalleSofie Van Hoecke

Image-based road type classification

Viktor SlavkovikjSteven VerstocktWesley De NeveSofie Van HoeckeRik Van de Walle

Influence of weak labels for emotion recognition of tweets

Olivier JanssensSteven VerstocktErik MannensSofie Van HoeckeRik Van de Walle

Multi-modal time-of-flight based fire detection

Steven VerstocktSofie Van HoeckePieterjan De PotterPeter LambertCharles HollemeerschBart SetteBart MerciRik Van de Walle

A1 Journal Article in MULTIMEDIA TOOLS AND APPLICATIONS

Outer raceway fault detection and localization for deep groove ball bearings by using thermal imaging

Raiko SchulzMia LoccufierSteven VerstocktKurt StockmanSofie Van Hoecke

Review of wildfire detection using social media

Viktor SlavkovikjSteven VerstocktSofie Van HoeckeRik Van de Walle

A1 Journal Article in FIRE SAFETY JOURNAL

SAMuS : service-oriented architecture for multisensor surveillance in smart homes

Sofie Van HoeckeRuben VerborghDavy Van DeursenRik Van de Walle

A1 Journal Article in SCIENTIFIC WORLD JOURNAL

Thermal imaging for monitoring rolling element bearings

Raiko SchulzSteven VerstocktJan VermeirenMia LoccufierKurt StockmanSofie Van Hoecke

2013

A multi-modal video analysis approach for car park fire detection

Steven VerstocktSofie Van HoeckeTarek BejiBart MerciBenedict GouverneurA Enis CetinPieterjan De PotterRik Van de Walle

A1 Journal Article in FIRE SAFETY JOURNAL

Leaf segmentation and parallel phenotyping for the analysis of gene networks in plants

Olivier JanssensJonas De VylderJan AeltermanSteven VerstocktWilfried PhilipsDominique Van Der StraetenSofie Van HoeckeRik Van de Walle

Real-time emotion classification of tweets

Olivier JanssensMaarten SlembrouckSteven VerstocktSofie Van HoeckeRik Van de Walle

Real-time emotion classification of tweets

Olivier JanssensMaarten SlembrouckSteven VerstocktSofie Van HoeckeRik Van de Walle

Spatio-temporal video retrieval by animated sketching

Steven VerstocktOlivier JanssensSofie Van HoeckeRik Van de Walle

Video driven fire spread forecasting (f) using multi-modal LWIR and visual flame and smoke data

Steven VerstocktTarek BejiPieterjan De PotterSofie Van HoeckeBart SetteBart MerciRik Van de Walle

A1 Journal Article in PATTERN RECOGNITION LETTERS

Visitor-art interaction by motion path detection

Viktor SlavkovikjSteven VerstocktWesley De NeveSofie Van HoeckeRik Van de Walle

2012

Design and evaluation of a service oriented architecture for paperless ICU tarification

Kristof SteurbautKirsten ColpaertSofie Van HoeckeSabrina SteurbautCHRISTIAN DANNEELSJohan DecruyenaereFilip De Turck

A1 Journal Article in JOURNAL OF MEDICAL SYSTEMS

Functional composition of sensor web APIs

Ruben VerborghHaerinck VincentSteiner ThomasDavy Van DeursenSofie Van HoeckeJos De RooRik Van de WalleJoaquim Gabarro

Impact of real-time electronic alerting of acute kidney injury on therapeutic intervention and progression of RIFLE class

Kirsten ColpaertEric HosteKristof SteurbautDominique BenoitSofie Van HoeckeFilip De TurckJohan Decruyenaere

A1 Journal Article in CRITICAL CARE MEDICINE

Real-time animation of human characters with fuzzy controllers

Koen SamynSofie Van HoeckeBart PietersCharles HollemeerschAljosha DemeulemeesterRik Van de Walle

Silhouette-based multi-sensor smoke detection: coverage analysis of moving object silhouettes in thermal and visual registered images

Steven VerstocktChris PoppeSofie Van HoeckeCharles HollemeerschBart MerciBart SettePeter LambertRik Van de Walle

A1 Journal Article in MACHINE VISION AND APPLICATIONS

2011

Efficient management of hybrid clouds

Sofie Van HoeckeTom WaterbleyJan DevosTijl DeneutJohan De Gelas

Fire cube: a multi-view localization framework for 3D fire analysis

Steven VerstocktSofie Van HoeckeNele TilleyBart MerciBart SettePeter LambertCharles HollemeerschRik Van de Walle

A1 Journal Article in FIRE SAFETY JOURNAL

Future directions for video fire detection

Steven VerstocktNele TilleyBart MerciCharles HollemeerschBart SetteSofie Van HoeckePeter LambertRik Van de Walle

Hot topics in video fire surveillance

Steven VerstocktSofie Van HoeckeNele TilleyBart MerciBart SettePeter LambertCharles HollemeerschRik Van de Walle

Bookchapter in Video Surveillance

Large-scale performance evaluation of e-homecare architectures using the WS-NS simulator

Sofie Van HoeckeBruno VolckaertBart DhoedtFilip De Turck

A1 Journal Article in METHODS OF INFORMATION IN MEDICINE

Multi-modal video analysis for early fire detection

Steven VerstocktRik Van de WalleSofie Van HoeckeBart Merci

Multi-sensor fire detection using visual and time-of-flight imaging

Steven VerstocktPieterjan De PotterSofie Van HoeckePeter LambertRik Van de Walle

Silhouette coverage analysis for multi-modal video surveillance

Steven VerstocktChris PoppePieterjan De PotterCharles HollemeerschSofie Van HoeckePeter LambertRik Van de Walle

Tunnel simulator for traffic video detection

Sofie Van HoeckeSteven VerstocktKoen SamynMike SlembrouckRik Van de Walle

2010

Assistive smartphone for people with special needs: the personal social assistant

Steven VerstocktSofie Van HoeckeOnciny MeyfroodtRik Van de Walle

Design and implementation of a secure and user-friendly broker platform supporting the end-to-end provisioning of e-homecare services

Sofie Van HoeckeKristof SteurbautKristof TaveirneFilip De TurckBart Dhoedt

A1 Journal Article in JOURNAL OF TELEMEDICINE AND TELECARE

Dynamic composition of medical support services in the ICU: platform and algorithm design details

Anna HristoskovaDieter MoeyersoonSofie Van HoeckeStijn VerstichelJohan DecruyenaereFilip De Turck

A1 Journal Article in COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Has information technology finally been adopted in Flemish intensive care units?

Kirsten ColpaertSem VanbelleghemCHRISTIAN DANNEELSDominique BenoitKristof SteurbautSofie Van HoeckeFilip De TurckJohan Decruyenaere

A1 Journal Article in BMC MEDICAL INFORMATICS AND DECISION MAKING

Multi-sensor fire detection by fusing visual and LWIR flame feature

Steven VerstocktCharles HollemeerschChris PoppePeter LambertRik Van de WalleSofie Van HoeckeBart MerciBart Sette

A2 Journal Article in ICGST INTERNATIONAL JOURNAL ON GRAPHICS, AND IMAGE PROCESSING

Multi-sensor fire detection by fusing visual and non-visual flame features

Steven VerstocktAlexander VanoosthuyseSofie Van HoeckePeter LambertRik Van de Walle

Prolonging the battery lifetime for mobile health applications in the ICU

Sofie Van HoeckeWannes KerckhoveThomas DupontFilip De TurckJohan Decruyenaere

SALSA: QoS-aware load balancing for autonomous service brokering

Bas BooneSofie Van HoeckeGregory Van SeghbroeckNiels JoncheereViviane JonckersFilip De TurckChris DevelderBart Dhoedt

A1 Journal Article in JOURNAL OF SYSTEMS AND SOFTWARE

Use of web services for computerized medical decision support, including infection control and antibiotic management, in the intensive care unit

Kristof SteurbautSofie Van HoeckeKirsten ColpaertKristof LamontKristof TaveirnePieter DepuydtDominique BenoitJohan DecruyenaereFilip De Turck

A1 Journal Article in JOURNAL OF TELEMEDICINE AND TELECARE

2009

Automatic WS-BPEL composition of medical support services in the ICU

Sofie Van HoeckeKristof SteurbautYannick BeheytFrederik DebruyneBart DhoedtJohan DecruyenaereFilip De Turck

Design and implementation of a secure and user-friendly broker platform supporting the end-to-end provisioning of e-homecare services

Sofie Van HoeckeKristof SteurbautKristof TaveirneFilip De TurckBart Dhoedt

Design of software services for computer-based infection control and antibiotic management in the intensive care unit

Kristof SteurbautSofie Van HoeckeKristof TaveirneKristof LamontFilip De TurckKirsten ColpaertPieter DepuydtDominique BenoitCHRISTIAN DANNEELSJohan Decruyenaere

Efficient service management in healthcare

Sofie Van HoeckeFilip De TurckBart Dhoedt

Has information technology finally been adopted in intensive care units?

K ColpaertS Van BelleghemDominique BenoitKristof SteurbautSofie Van HoeckeFilip De TurckJohan Decruyenaere

SALSA: QoS-aware load balancing for autonomous service brokering

Bas BooneSofie Van HoeckeGregory Van Seghbroeck

Using web services for computerized medical decision support including infection control and antibiotic management in the intensive care unit

Kristof SteurbautSofie Van HoeckeKristof LamontFilip De TurckK Colpaert

2008

Design and optimization of medical decision support services

Kristof SteurbautSofie Van Hoecke

Design of a JAIN SLEE/ESB-based platform for routing medical data in the ICU

Bruno Van Den BosscheSofie Van HoeckeCHRISTIAN DANNEELSJohan DecruyenaereBart DhoedtFilip De Turck

A1 Journal Article in COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Granularity of medical software agents in ICU: trade-off performance versus flexibility

Kristof SteurbautSofie Van HoeckeKirsten ColpaertCHRISTIAN DANNEELSJohan DecruyenaereFilip De Turck

Service-oriented subscription management of medical decision data in the intensive care unit

Sofie Van HoeckeJohan DecruyenaereCHRISTIAN DANNEELSKristof TaveirneKirsten ColpaertEric HosteBart DhoedtFilip De Turck

A1 Journal Article in METHODS OF INFORMATION IN MEDICINE

Web service composition using the Web Services Management Layer

Niels JoncheereBart VerheeckeViviane JonckersSofie Van HoeckeGregory Van SeghbroeckBart Dhoedt

2007

Design of a flexible platform for execution of medical decision support agents in the intensive care unit

Filip De TurckJohan DecruyenaerePieter ThysebaertSofie Van HoeckeBruno VolckaertCHRISTIAN DANNEELSKirsten ColpaertGeorges De Moor

A1 Journal Article in COMPUTERS IN BIOLOGY AND MEDICINE

Dynamic selection of interactive eHomeCare services

Sofie Van HoeckeKristof TaveirneFilip De TurckBart Dhoedt

Dynamic workflow instrumentation for Windows workflow foundation

B DE SMETKristof SteurbautSofie Van HoeckeFilip De TurckBart Dhoedt

Implementation of a real-time electronic alert based on the rifle criteria for acute kidney injury in ICU patients

Kirsten ColpaertEric HosteSofie Van HoeckeDominique VandijckCHRISTIAN DANNEELSKristof SteurbautFilip De TurckJohan Decruyenaere

A1 Journal Article in ACTA CLINICA BELGICA

Ontology-driven middleware for next-generation train backbones

Stijn VerstichelSofie Van HoeckeMatthias StrobbeSteven Van den BergheFilip De TurckBart DhoedtPiet DemeesterFrederik Vermeulen

A1 Journal Article in SCIENCE OF COMPUTER PROGRAMMING

Secure and dynamic client environment for interactive eHomeCare

Sofie Van HoeckeKristof TaveirneStein DesmetB CLAERHOUTFilip De TurckBart Dhoedt

2006

An agent-based platform for efficient telemonitoring data processing (invited paper)

Sofie Van HoeckeKristof TaveirneKoen De ProftFilip De TurckJohan DecruyenaereBart Dhoedt

Broker architecture for intelligent agent subscription in ICU (abstract)

Sofie Van HoeckeKristof SteurbautFilip De TurckJohan DecruyenaereBart Dhoedt

Ontology-driven middleware for next-generation train backbones.

Stijn VerstichelSofie Van HoeckeMatthias StrobbeSteven Van den BergheFilip De TurckFrederik VermeulenPiet Demeester

Platform for intelligent agent subscription in ICU

Sofie Van HoeckeFilip De TurckC DANNEELSKoen De ProftKristof TaveirneJohan Decruyenaere

Web services-based middleware for QoS brokering of media content delivery services

Sofie Van HoeckeKristof TaveirneKoen De ProftFilip De TurckBart Dhoedt

2005

Design and implementation of a secure media content delivery broker architecture

Sofie Van HoeckeWouter HaerickGregory De JansFilip De TurckEric LaermansBart DhoedtPiet Demeester

Design of a multimedia gateway for mobile devices

Raf HensNico GoeminneSofie Van HoeckeTom VerdicktThomas BouveFrank GielenPiet Demeester

IBBT-COPLINTHO Innovative communication platforms for interactive eHomeCare

Ann AckaertSofie Van HoeckeIngrid MoermanEric LaermansKoen Van BoxstaelPiet Demeester

Modeling the performance of the web service platform using layered queueing networks

Sofie Van HoeckeTom VerdicktFilip De TurckBart DhoedtPiet Demeester

Open web services-based middleware for brokering of composed eHomeCare Services

Sofie Van HoeckeKoert VlaeminckFilip De TurckBart Dhoedt

2004

Design and implementation of an application server load balancing architecture supporting the end-to-end provisioning of value-added services

Koert VlaeminckSofie Van HoeckeFilip De TurckBart DhoedtPiet Demeester

Secure brokering of web services

Wouter HaerickSofie Van HoeckeBart DhoedtEric Laermans