| Publication type: | Conference paper |
| Type of review: | Peer review (publication) |
| Title: | Machine learning for position detection in football |
| Authors: | Frey, Martin Murina, Elvis Rohrbach, Janick Walser, Manuel Haas, Patrick Dettling, Marcel |
| et. al: | No |
| DOI: | 10.1109/SDS.2019.00009 |
| Proceedings: | 2019 6th Swiss Conference on Data Science (SDS) |
| Page(s): | 111 |
| Pages to: | 112 |
| Conference details: | 6th Swiss Conference on Data Science (SDS), Bern, 14. Juni 2019 |
| Issue Date: | 14-Jun-2019 |
| Publisher / Ed. Institution: | IEEE |
| ISBN: | 978-1-7281-3105-4 |
| Language: | English |
| Subjects: | Sport analytics; Soccer; Football; Machine learning; Random forest; Gradient boosting; Deep learning; Convolutional neural network; Computer vision |
| Subject (DDC): | 006: Special computer methods |
| Abstract: | 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 |
| Fulltext version: | Published version |
| License (according to publishing contract): | Licence according to publishing contract |
| Departement: | School of Engineering |
| Organisational Unit: | Institute of Data Analysis and Process Design (IDP) |
| Published as part of the ZHAW project: | Entwicklung von Algorithmen zur Analyse von Fussballspielern und Spielsituationen anhand von Bewegungsdaten |
| Appears in collections: | 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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