Representation and analysis of soccer players' actions using principal components
(Darstellung und Analyse der Aktionen von Fußballspielern unter Verwendung von Hauptkomponenten)
This paper proposes the useof the Principal Components Analysis (PCA) method to represent and to analyse soccer players' actions distribution in the pitch.
The seven games of the Brazilian National Team during the 2002 World Cup were analysed. The player's position actions were measured from videotapes in a Computer interface. The results were:
a) the graphical representation. given by two orthogonal segments in the two directions of maximal variability and centred at the mean of each player's actions position:
b) the eccentricity measurement, given by the variability ratio and
c) the actions zone area, given by variability product.
The results showed that ihe individual characteristics of acting were well represented by the PCA, allowing comparisons among games and providing insights related to the tactical Organisation of the team.
© Copyright 2006 Journal of Human Movement Studies. Teviot-Kimpton. Veröffentlicht von Teviot Scientific Publications. Alle Rechte vorbehalten.
| Schlagworte: | |
|---|---|
| Notationen: | Spielsportarten |
| Veröffentlicht in: | Journal of Human Movement Studies |
| Sprache: | Englisch |
| Veröffentlicht: |
Edinburgh
Teviot Scientific Publications
2006
|
| Jahrgang: | 51 |
| Heft: | 2 |
| Seiten: | 103-116 |
| Dokumentenarten: | Artikel |
| Level: | hoch |