TACTICAL ANALYSIS MODELING THROUGH DATA MINING - Pattern Discovery in Racket Sports

Antonio Terroba Acha; Walter A. Kosters; Jonathan K. Vis

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Paper

TACTICAL ANALYSIS MODELING THROUGH DATA MINING - Pattern Discovery in Racket Sports

Topics: Clustering and Classification Methods; Information Extraction; Mining High-Dimensional Data

In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 0IC3K, 176-181, 2010 , Valencia, Spain

Authors: Antonio Terroba Acha ¹ ; Walter A. Kosters ² and Jonathan K. Vis ²

Affiliations: ¹ Telefonica I+D, Spain ; ² Universiteit Leiden, Netherlands

Keyword(s): Data mining, Pattern, Sequence, Tennis.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Clustering and Classification Methods ; Information Extraction ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Mining High-Dimensional Data ; Symbolic Systems

Abstract: We explore pattern discovery within the game of tennis. To this end, we formalize events in a match, and define similarities for events and event sequences.We then proceed by looking at unbalancing events and their immediate prequel (using pattern masks) and sequel (using nondeterministic finite automata). Structured in this way, the data can be effectively mined, and a similar approach might also be applied to more general areas. We show that data mining is able to find interesting patterns in real-world data from tennis matches.

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Paper citation in several formats:

Terroba Acha, A.; A. Kosters, W. and K. Vis, J. (2010). TACTICAL ANALYSIS MODELING THROUGH DATA MINING - Pattern Discovery in Racket Sports. In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2010) - KDIR; ISBN 978-989-8425-28-7; ISSN 2184-3228, SciTePress, pages 176-181. DOI: 10.5220/0003078101760181

@conference{kdir10,
author={Antonio {Terroba Acha}. and Walter {A. Kosters}. and Jonathan {K. Vis}.},
title={TACTICAL ANALYSIS MODELING THROUGH DATA MINING - Pattern Discovery in Racket Sports},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2010) - KDIR},
year={2010},
pages={176-181},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003078101760181},
isbn={978-989-8425-28-7},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2010) - KDIR
TI - TACTICAL ANALYSIS MODELING THROUGH DATA MINING - Pattern Discovery in Racket Sports
SN - 978-989-8425-28-7
IS - 2184-3228
AU - Terroba Acha, A.
AU - A. Kosters, W.
AU - K. Vis, J.
PY - 2010
SP - 176
EP - 181
DO - 10.5220/0003078101760181
PB - SciTePress