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Authors: Taihu Li 1 ; 2 ; Jeewoo Yoon 1 ; 2 ; Daejin Choi 3 and Jinyoung Han 1 ; 2

Affiliations: 1 Department of Applied Artificial Intelligence, Sungkyunkwan University, Seoul, Korea ; 2 RaonData, Seoul, Korea ; 3 Department of Computer Science & Engineering, Incheon National University, Incheon, Korea

Keyword(s): Machine Learning, Football, Pass Map, Match Winner Prediction.

Abstract: Predictingthe football match results has received great attention both in sports industry and academic fields. Many researchers have studied on predicting the match outcome using the simple features such as the number of shots and passes. However, little attention has been paid to using pass interaction features, which can represent how players in a match interact to each other. To this end, we propose a win-lose prediction model that predicts a match result using the pass interaction and other features, achieving high accuracy of 79.5%. By conducting an ablation study, we find that the proposed interaction features play an important role in accurately predicting match results. We believe our work can provide important insights both for industry and academic researchers who want to understand the characteristics of winning teams.

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Paper citation in several formats:
Li, T.; Yoon, J.; Choi, D. and Han, J. (2021). Passing to Win: Using Characteristics of Passing Information for Match Winner Prediction. In Proceedings of the 9th International Conference on Sport Sciences Research and Technology Support - icSPORTS; ISBN 978-989-758-539-5; ISSN 2184-3201, SciTePress, pages 54-60. DOI: 10.5220/0010659000003059

@conference{icsports21,
author={Taihu Li. and Jeewoo Yoon. and Daejin Choi. and Jinyoung Han.},
title={Passing to Win: Using Characteristics of Passing Information for Match Winner Prediction},
booktitle={Proceedings of the 9th International Conference on Sport Sciences Research and Technology Support - icSPORTS},
year={2021},
pages={54-60},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010659000003059},
isbn={978-989-758-539-5},
issn={2184-3201},
}

TY - CONF

JO - Proceedings of the 9th International Conference on Sport Sciences Research and Technology Support - icSPORTS
TI - Passing to Win: Using Characteristics of Passing Information for Match Winner Prediction
SN - 978-989-758-539-5
IS - 2184-3201
AU - Li, T.
AU - Yoon, J.
AU - Choi, D.
AU - Han, J.
PY - 2021
SP - 54
EP - 60
DO - 10.5220/0010659000003059
PB - SciTePress

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