• Machinaal leren
• Data mining
• Big data
• Sportanalyse

Recente projecten

• Nieuwe methodes voor flexible supervision (01/10/2022 - 13/07/2026) - Promotor
• Betrouwbare planning en planning met informatie en uitleg (01/10/2022 - 30/09/2025) - Promotor
• Verificatie van boomensembles: algoritmen en toepassingen (26/09/2022 - 26/09/2026) - Promotor
• De analyse van tijdreeksgegevens automatiseren (14/09/2022 - 27/09/2026) - Promotor
• Geautomatiseerde analyse van heterogene sequentiële data (01/10/2021 - 03/07/2025) - Promotor
• Automatiseren van Data Wetenschap: de Volgende Grenzen. (01/01/2021 - 31/12/2024) - Co-promotor
• Afwijkingsdetectie in massieve tijdsreeksdata (01/01/2021 - 31/12/2022) - Promotor
• AI in Industrie: Leren en Redeneren voor Automatisatie (01/01/2021 - 31/12/2023) - Co-promotor
• IMPULS-AI-2021 (01/01/2021 - 31/12/2021) - Co-promotor
• Meten van prestaties van voetbalspelers in verschillende contexten met behulp van Machine Learning-technieken (17/12/2020 - 17/12/2024) - Promotor

Recente publicaties

• launch Dierckx, T., Schoutens, W. (sup.), Davis, J. (cosup.) (2022). Machine-Learning Implied Volatility using Unstructured Data.
• launch De Brabandere, A., Davis, J. (sup.) (2022). Methods for Automating Time Series Analysis with Applications in Healthcare.
• launch Nuyts, L., De Brabandere, A., Van Rossom, S., Davis, J., Vanwanseele, B. with Nuyts, L. (corresp. author) (2022). Machine-learned-based prediction of lower extremity overuse injuries using pressure plates. FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 10, Art.No. ARTN 987118. doi: 10.3389/fbioe.2022.987118
• launch Houtmeyers, K.C., Robberechts, P., Jaspers, A., McLaren, S.J., Brink, M.S., Vanrenterghem, J., Davis, J.J., Helsen, W.F. with Houtmeyers, K.C. (corresp. author) (2022). Differential Ratings of Perceived Exertion: Relationships With External Intensity and Load in Elite Men's Football. INTERNATIONAL JOURNAL OF SPORTS PHYSIOLOGY AND PERFORMANCE, 17 (9), 1415-1424. doi: 10.1123/ijspp.2021-0550
• launch De Brabandere, A., Cao, Z., De Vos, M., Bertrand, A., Davis, J. (2022). Semi-supervised change point detection using active learning. In: Proceedings of International conference on Discovery Science 2022. Presented at the International conference on Discovery Science 2022, Montepellier, France, 10 Oct 2022-12 Oct 2022.
• launch Robberechts, P., Meert, W., Davis, J. (2022). Elastic Product Quantization for Time Series. In: Proceeding of the 25th International Conference on Discovery Science. Presented at the Discovery Science 2022, Montpellier, France, 10 Oct 2022-12 Oct 2022.
• launch Nuyts, L., Devos, L., Meert, W., Davis, J. (2022). Bitpaths: compressing datasets without decreasing predictive performance. In: Proceedings of the 10th edition of the Workshop New Frontiers in Mining Complex Patterns. Presented at the 10th edition of the Workshop New Frontiers in Mining Complex Patterns, Grenoble, 19 Sep 2022-23 Sep 2022.
• launch Antoniadis, I., Vercruyssen, V., Davis, J. (2022). Systematic Evaluation of CASH Search Strategies for Unsupervised Anomaly Detection. In: Proceedings of the 4th International Workshop on Learning with Imbalanced Domains: Theory and Applications. Presented at the 4th International Workshop on Learning with Imbalanced Domains: Theory and Applications, Grenoble, 19 Sep 2022-23 Sep 2022.
• launch Davis, J., Bransen, L., Devos, L., Meert, W., Robberechts, P., Van Haaren, J., Van Roy, M. (2022). Evaluating Sports Analytics Models: Challenges, Approaches, and Lessons Learned. In: AI Evaluation Beyond Metrics Workshop at IJCAI 2022: vol. 3169, (1-11). Presented at the AI Evaluation Beyond Metrics Workshop, Vienna, Austria, 22 Jul 2022-29 Jul 2022.
• launch Schouterden, J., Blockeel, H. (sup.), Davis, J. (cosup.) (2022). Efficient and Versatile Methods for Relational Machine Learning.