Can Machine Learning Predict Soccer Match Results?

Giovanni Capobianco, Umberto Di Giacomo, Francesco Mercaldo, Vittoria Nardone, Antonella Santone

2019

Abstract

Sport result prediction proposes an interesting challenge considering as popular and widespread are sport games, for instance tennis and soccer. The outcome prediction is a difficult task because there are a lot of factors that can afflict the final results and most of them are related to the player human behaviour. In this paper we propose a new feature set (related to the match and to players) aimed to model a soccer match. The set is related to characteristics obtainable not only at the end of the match, but also when the match is in progress. We consider machine learning techniques to predict the results of the match and the number of goals, evaluating a dataset of real-world data obtained from the Italian Serie A league in the 2017-2018 season. Using the RandomForest algorithm we obtain a precision of 0.857 and a recall of 0.750 in won match prediction, while for the goal prediction we obtain a precision of 0.879 in the number of goal prediction less than two, and a precision of 0.8 in the number of goal prediction equal or greater to two.

Paper Citation

in Harvard Style

Capobianco G., Di Giacomo U., Mercaldo F., Nardone V. and Santone A. (2019). Can Machine Learning Predict Soccer Match Results?.In Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-758-350-6, pages 458-465. DOI: 10.5220/0007307504580465

in Bibtex Style

@conference{icaart19,
author={Giovanni Capobianco and Umberto Di Giacomo and Francesco Mercaldo and Vittoria Nardone and Antonella Santone},
title={Can Machine Learning Predict Soccer Match Results?},
booktitle={Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2019},
pages={458-465},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007307504580465},
isbn={978-989-758-350-6},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - Can Machine Learning Predict Soccer Match Results?
SN - 978-989-758-350-6
AU - Capobianco G.
AU - Di Giacomo U.
AU - Mercaldo F.
AU - Nardone V.
AU - Santone A.
PY - 2019
SP - 458
EP - 465
DO - 10.5220/0007307504580465