PREDICTING PERFORMANCE IN TEAM GAMES - The Automatic Coach

Guillermo Jiménez-Díaz, Héctor D. Menéndez, David Camacho, Pedro A. González-Calero

2011

Abstract

A wide range of modern videogames involves a number of players collaborating to obtain a common goal. The way the players are teamed up is usually based on a measure of performance that makes players with a similar level of performance play together. We propose a novel technique based on clustering over observed behaviour in the game that seeks to exploit the particular way of playing of every player to find other players with a gameplay such that in combination will constitute a good team, in a similar way to a human coach. This paper describes the preliminary results using these techniques for the characterization of player and team behaviours. Experiments are performed in the domain of Soccerbots.

Paper Citation

in Harvard Style

Jiménez-Díaz G., D. Menéndez H., Camacho D. and A. González-Calero P. (2011). PREDICTING PERFORMANCE IN TEAM GAMES - The Automatic Coach . In Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-8425-40-9, pages 401-406. DOI: 10.5220/0003185104010406

in Bibtex Style

@conference{icaart11,
author={Guillermo Jiménez-Díaz and Héctor D. Menéndez and David Camacho and Pedro A. González-Calero},
title={PREDICTING PERFORMANCE IN TEAM GAMES - The Automatic Coach},
booktitle={Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2011},
pages={401-406},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003185104010406},
isbn={978-989-8425-40-9},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - PREDICTING PERFORMANCE IN TEAM GAMES - The Automatic Coach
SN - 978-989-8425-40-9
AU - Jiménez-Díaz G.
AU - D. Menéndez H.
AU - Camacho D.
AU - A. González-Calero P.
PY - 2011
SP - 401
EP - 406
DO - 10.5220/0003185104010406