| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Peer review (Publikation) |
| Titel: | Machine learning for position detection in football |
| Autor/-in: | Frey, Martin Murina, Elvis Rohrbach, Janick Walser, Manuel Haas, Patrick Dettling, Marcel |
| et. al: | No |
| DOI: | 10.1109/SDS.2019.00009 |
| Tagungsband: | 2019 6th Swiss Conference on Data Science (SDS) |
| Seite(n): | 111 |
| Seiten bis: | 112 |
| Angaben zur Konferenz: | 6th Swiss Conference on Data Science (SDS), Bern, 14. Juni 2019 |
| Erscheinungsdatum: | 14-Jun-2019 |
| Verlag / Hrsg. Institution: | IEEE |
| ISBN: | 978-1-7281-3105-4 |
| Sprache: | Englisch |
| Schlagwörter: | Sport analytics; Soccer; Football; Machine learning; Random forest; Gradient boosting; Deep learning; Convolutional neural network; Computer vision |
| Fachgebiet (DDC): | 006: Spezielle Computerverfahren |
| Zusammenfassung: | In recent years, analytics became increasingly important in sports. Newly developed, wearable tracking devices allow football players to log position and motion data during a game. These data can be exploited for enhancing the performance of individual players and entire teams. We present different machine learning approaches to predict spatial football player positions, which serve for advanced tactical analyses. |
| URI: | https://digitalcollection.zhaw.ch/handle/11475/18045 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Datenanalyse und Prozessdesign (IDP) |
| Publiziert im Rahmen des ZHAW-Projekts: | Entwicklung von Algorithmen zur Analyse von Fussballspielern und Spielsituationen anhand von Bewegungsdaten |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
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Frey, M., Murina, E., Rohrbach, J., Walser, M., Haas, P., & Dettling, M. (2019). Machine learning for position detection in football [Conference paper]. 2019 6th Swiss Conference on Data Science (SDS), 111–112. https://doi.org/10.1109/SDS.2019.00009
Frey, M. et al. (2019) ‘Machine learning for position detection in football’, in 2019 6th Swiss Conference on Data Science (SDS). IEEE, pp. 111–112. Available at: https://doi.org/10.1109/SDS.2019.00009.
M. Frey, E. Murina, J. Rohrbach, M. Walser, P. Haas, and M. Dettling, “Machine learning for position detection in football,” in 2019 6th Swiss Conference on Data Science (SDS), Jun. 2019, pp. 111–112. doi: 10.1109/SDS.2019.00009.
FREY, Martin, Elvis MURINA, Janick ROHRBACH, Manuel WALSER, Patrick HAAS und Marcel DETTLING, 2019. Machine learning for position detection in football. In: 2019 6th Swiss Conference on Data Science (SDS). Conference paper. IEEE. 14 Juni 2019. S. 111–112. ISBN 978-1-7281-3105-4
Frey, Martin, Elvis Murina, Janick Rohrbach, Manuel Walser, Patrick Haas, and Marcel Dettling. 2019. “Machine Learning for Position Detection in Football.” Conference paper. In 2019 6th Swiss Conference on Data Science (SDS), 111–12. IEEE. https://doi.org/10.1109/SDS.2019.00009.
Frey, Martin, et al. “Machine Learning for Position Detection in Football.” 2019 6th Swiss Conference on Data Science (SDS), IEEE, 2019, pp. 111–12, https://doi.org/10.1109/SDS.2019.00009.
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