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Graph-based Approaches for Analyzing Team Interaction on the Example of Soccer

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

Authors

We present a graph-based approach to analyzing player interaction
in team sports. A simple pass-based representation is presented
that is subsequently used together with the PageRank algorithm to identify the importance of the players. Aggregating player scores to team values allows for turning our approach into a predictor of the winning team. We report on empirical results on five German Bundesliga seasons.
OriginalspracheEnglisch
TitelProceedings of the 2th Workshop on Machine Learning and Data Mining for Sports Analytics - MLSA 2015
HerausgeberJesse Davis, Jan Van Haaren
Anzahl der Seiten8
ErscheinungsortAchen
VerlagSun Site Central Europe (RWTH Aachen University)
Erscheinungsdatum2015
Seiten10-17
PublikationsstatusErschienen - 2015
Extern publiziertJa
VeranstaltungEuropean Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML/PKDD 2015 - Porto, Deutschland
Dauer: 07.09.2015 → 11.09.2015
http://www.ecmlpkdd2018.org/
http://www.wikicfp.com/cfp/servlet/event.showcfp?eventid=40580&copyownerid=30660

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