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- 2022
- Neural network augmented physics models for systems with partially unknown dynamics : application to slider-crank mechanism (2022) IEEE-ASME TRANSACTIONS ON MECHATRONICS. 27(1). p.103-114
- 2021
- A complete software stack for IoT time-series analysis that combines semantics and machine learning-lessons learned from the dyversify project (2021) APPLIED SCIENCES-BASEL. 11(24).
- Event-driven dashboarding and feedback for improved event detection in predictive maintenance applications (2021) APPLIED SCIENCES-BASEL. 11(21).
- Bayesian convolutional neural networks for remaining useful life prognostics of solenoid valves with uncertainty estimations (2021) IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS. 17(12). p.8418-8428
- Overly optimistic prediction results on imbalanced data : a case study of flaws and benefits when applying over-sampling (2021) ARTIFICIAL INTELLIGENCE IN MEDICINE. 111.
- FLAGS : a methodology for adaptive anomaly detection and root cause analysis on sensor data streams by fusing expert knowledge with machine learning (2021) FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE. 116. p.30-48
- Anomaly detection and event mining in cold forming manufacturing processes (2021) INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY. 115(3). p.837-852
- 2020
- Mining recurring patterns in real-valued time series using the radius profile (2020) 2020 IEEE International Conference on Data Mining (ICDM). In Proceedings (IEEE International Conference on Data Mining) p.984-989
- Unsupervised anomaly detection for communication networks : an autoencoder approach (2020) IoT streams for data-driven predictive maintenance and IoT, edge, and mobile for embedded machine learning. In Communications in Computer and Information Science 1325. p.160-172
- Clinical information extraction for preterm birth risk prediction (2020) JOURNAL OF BIOMEDICAL INFORMATICS. 110.
- Scalable fleet monitoring and visualization for smart machine maintenance and industrial IoT applications (2020) SENSORS. 20(15).
- Data-driven prognostics of alternating current solenoid valves (2020) 2020 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-BESANCON 2020). In Prognostics and System Health Management Conference p.109-115
- A generalized matrix profile framework with support for contextual series analysis (2020) ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 90.
- A dynamic dashboarding application for fleet monitoring using semantic web of things technologies (2020) SENSORS. 20(4).
- Implications of Z-normalization in the matrix profile (2020) Pattern recognition applications and methods, 8th International Conference, ICPRAM 2019, Prague, Czech Republic, February 19-21, 2019, Revised Selected Papers. In Lecture Notes in Computer Science 11996. p.95-118
- 2019
- Smart machine maintenance enabled by a condition monitoring living lab (2019) IFAC PAPERSONLINE. 52(15). p.376-381
- Hybrid derivative functions for identification of unknown loads and physical parameters with application on slider-crank mechanism (2019) 2019 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). In IEEE ASME International Conference on Advanced Intelligent Mechatronics p.1049-1054
- Interpretable detection of unstable smart TV usage from power state logs (2019) Advances in data mining, applications and theoretical aspects : 19th Industrial Conference on Data Mining (ICDM 2019) : proceedings. p.191-200
- Towards diagnosis of rotator cuff tears in 3-D MRI using 3-D convolutional neural networks (2019) Workshop on Computational Biology at the International Conference on Machine Learning, Proceedings.
- A critical look at studies applying over-sampling on the TPEHGDB dataset (2019) ARTIFICIAL INTELLIGENCE IN MEDICINE, AIME 2019. In Lecture Notes in Artificial Intelligence 11526. p.355-364
- Time-to-birth prediction models and the influence of expert opinions (2019) ARTIFICIAL INTELLIGENCE IN MEDICINE, AIME 2019. In Lecture Notes in Computer Science 11526. p.286-291
- Medinoid : computer-aided diagnosis and localization of glaucoma using deep learning (2019) APPLIED SCIENCES-BASEL. 9(15).
- A convolutional neural network aided physical model improvement for AC solenoid valves diagnosis (2019) 2019 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-PARIS). In Prognostics and System Health Management Conference p.223-227
- Eliminating noise in the matrix profile (2019) Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods. p.84-93
- Thermal imaging and vibration-based multisensor fault detection for rotating machinery (2019) IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS. 15(1). p.434-444
- 2018
- Data-driven optimization of energy efficiency and comfort in an apartment (2018) 2018 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS (IS). p.174-182
- Computer-aided diagnosis and localization of glaucoma using deep learning (2018) PROCEEDINGS 2018 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM). In IEEE International Conference on Bioinformatics and Biomedicine-BIBM p.2357-2362
- Web applicable computer-aided diagnosis of glaucoma using deep learning (2018) 32nd Conference on Neural Information Processing Systems (NeurIPS 2018). p.1-5
- Large-scale wearable data reveal digital phenotypes for daily-life stress detection (2018) NPJ DIGITAL MEDICINE. 1. p.1-10
- Towards adaptive anomaly detection and root cause analysis by automated extraction of knowledge from risk analyses (2018) Proceedings of the 9th international semantic sensor networks workshop, co-located with 17th international semantic web conference (ISWC 2018). In CEUR Workshop Proceedings 2213. p.17-31
- A decision support system to follow up and diagnose primary headache patients using semantically enriched data (2018) BMC MEDICAL INFORMATICS AND DECISION MAKING. 18.
- Automated assessment of bone age using deep learning and Gaussian process regression (2018) 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC). p.674-677
- Automated extraction of rules and knowledge from risk analyses : a ventilation unit demo (2018) Proceedings of the ISWC 2018 posters & demonstrations, industry and blue sky ideas tracks, co-located with 17th international Semantic Web conference (ISWC 2018). In CEUR Workshop Proceedings 2180.
- Serious game development and dynamic tailoring through model-driven authoring (2018) EDULEARN18 Proceedings. p.7928-7932
- Context-aware stress detection (2018) p.1-1
- Psychometric data of a questionnaire to measure cyberbullying bystander behavior and its behavioral determinants among adolescents (2018) DATA IN BRIEF. 18. p.1588-1595
- Deep learning for infrared thermal image based machine health monitoring (2018) IEEE-ASME TRANSACTIONS ON MECHATRONICS. 23(1). p.151-159
- Extended FTLD pedigree segregating a Belgian GRN-null mutation : neuropathological heterogeneity in one family (2018) ALZHEIMERS RESEARCH & THERAPY. 10.
- The efficacy of the friendly attac serious digital game to promote prosocial bystander behavior in cyberbullying among young adolescents : a cluster-randomized controlled trial (2018) COMPUTERS IN HUMAN BEHAVIOR. 78. p.336-347
- 2017
- A genetic algorithm for interpretable model extraction from decision tree ensembles (2017) Trends and applications in knowledge discovery and data mining, 2017. In Lecture Notes in Artificial Intelligence 10526. p.104-115
- Data-driven imbalance and hard particle detection in rotating machinery using infrared thermal imaging (2017) INFRARED PHYSICS & TECHNOLOGY. 82. p.28-39
- The efficacy of the Friendly Attac serious digital game to promote prosocial bystander behavior in cyberbullying among young adolescents : a cluster-randomized controlled trial (2017) 3rd UCL Centre for Behaviour Change Digital Health Conference 2017. In Frontiers in Public Health. Conference Abstract p.12-13
- Extensible multi-domain generation of Virtual Worlds using blackboards (2017) PROCEEDINGS OF THE 12TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISIGRAPP 2017), VOL 1. p.82-92
- The pragmatic proof : hypermedia API composition and execution (2017) THEORY AND PRACTICE OF LOGIC PROGRAMMING. 17(1). p.1-48
- 2016
- 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 (2016) International Communication Association Game Studies Pre-conference, Abstracts.
- 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 (2016)
- The Friendly ATTAC game: an intervention aimed at adolescent bystander behavior in cyberbullying (2016) Meaningful Play, Conference abstracts.
- GENESIM : genetic extraction of a single, interpretable model (2016) p.1-6
- 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 (2016) Meaningful Play, International academic conference, Abstracts.
- Data-driven multivariate power curve modeling of offshore wind turbines (2016) ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 55. p.331-338