Real-Time Prediction to Support Decision-making in Soccer
Yasuo Saito, Masaomi Kimura, Satoshi Ishizaki
2015
Abstract
Data analysis in sports has been developing for many years. However, to date, a system that provides tactical prediction in real time and promotes ideas for increasing the chance of winning has not been reported in the literature. Especially, in soccer, components of plays and games are more complicated than in other sports. This study proposes a method to predict the course of a game and create a strategy for the second half. First, we summarize other studies and propose our method. Then, data are collected using the proposed system. From past games, games to similar to a target game are extracted depending on data from their first half. Next, similar games are classified by features depending on data of their second half. Finally, a target game is predicted and tactical ideas are derived. The practicability of the method is demonstrated through experiments. However, further improvements such as increasing the number of past games and types of data are still required.
DownloadPaper Citation
in Harvard Style
Saito Y., Kimura M. and Ishizaki S. (2015). Real-Time Prediction to Support Decision-making in Soccer . In Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 1: KDIR, (IC3K 2015) ISBN 978-989-758-158-8, pages 218-225. DOI: 10.5220/0005595302180225
in Bibtex Style
@conference{kdir15,
author={Yasuo Saito and Masaomi Kimura and Satoshi Ishizaki},
title={Real-Time Prediction to Support Decision-making in Soccer},
booktitle={Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 1: KDIR, (IC3K 2015)},
year={2015},
pages={218-225},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005595302180225},
isbn={978-989-758-158-8},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 1: KDIR, (IC3K 2015)
TI - Real-Time Prediction to Support Decision-making in Soccer
SN - 978-989-758-158-8
AU - Saito Y.
AU - Kimura M.
AU - Ishizaki S.
PY - 2015
SP - 218
EP - 225
DO - 10.5220/0005595302180225