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Authors: Yasuo Saito ; Masaomi Kimura and Satoshi Ishizaki

Affiliation: Shibaura Institute of Technology, Japan

ISBN: 978-989-758-158-8

ISSN: 2184-3228

Keyword(s): Soccer, Sports Data, Game Prediction, k-NN, Clustering.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Business Analytics ; Clustering and Classification Methods ; Data Analytics ; Data Engineering ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Symbolic Systems

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.

CC BY-NC-ND 4.0

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Paper citation in several formats:
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 ISSN 2184-3228, pages 218-225. DOI: 10.5220/0005595302180225

@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},
issn={2184-3228},
}

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
IS - 2184-3228
AU - Saito, Y.
AU - Kimura, M.
AU - Ishizaki, S.
PY - 2015
SP - 218
EP - 225
DO - 10.5220/0005595302180225

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