Representation and analysis of soccer players' actions using principal components

Detalhes bibliográficos
Autor(a) principal: Barros, Ricardo M. L.
Data de Publicação: 2006
Outros Autores: Cunha, S. A. [UNESP], Magalhães, W. J. [UNESP], Guimarães, M. F. [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://hdl.handle.net/11449/224837
Resumo: This paper proposes the use of 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 the 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. ©2006 Teviot Scientific Publications.
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spelling Representation and analysis of soccer players' actions using principal componentsBiomechanicsNotationTactical analysisThis paper proposes the use of 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 the 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. ©2006 Teviot Scientific Publications.Laboratory of Instrumentation for Biomechanics College of Physical Education Campinas State University, CampinasLaboratory of Biomechancial Analysis Department of Physical Education Paulista State University, Rio ClaroUniversidade Estadual de Campinas Faculdade de Educação Física DEM, CX 6134, CEP 13083-970 - Campinas - SPLaboratory of Biomechancial Analysis Department of Physical Education Paulista State University, Rio ClaroUniversidade Estadual de Campinas (UNICAMP)Universidade Estadual Paulista (UNESP)Barros, Ricardo M. L.Cunha, S. A. [UNESP]Magalhães, W. J. [UNESP]Guimarães, M. F. [UNESP]2022-04-28T20:12:23Z2022-04-28T20:12:23Z2006-11-17info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article103-116Journal of Human Movement Studies, v. 51, n. 2, p. 103-116, 2006.0306-7297http://hdl.handle.net/11449/2248372-s2.0-33750953272Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengJournal of Human Movement Studiesinfo:eu-repo/semantics/openAccess2022-04-28T20:12:23Zoai:repositorio.unesp.br:11449/224837Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T13:41:19.622056Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Representation and analysis of soccer players' actions using principal components
title Representation and analysis of soccer players' actions using principal components
spellingShingle Representation and analysis of soccer players' actions using principal components
Barros, Ricardo M. L.
Biomechanics
Notation
Tactical analysis
title_short Representation and analysis of soccer players' actions using principal components
title_full Representation and analysis of soccer players' actions using principal components
title_fullStr Representation and analysis of soccer players' actions using principal components
title_full_unstemmed Representation and analysis of soccer players' actions using principal components
title_sort Representation and analysis of soccer players' actions using principal components
author Barros, Ricardo M. L.
author_facet Barros, Ricardo M. L.
Cunha, S. A. [UNESP]
Magalhães, W. J. [UNESP]
Guimarães, M. F. [UNESP]
author_role author
author2 Cunha, S. A. [UNESP]
Magalhães, W. J. [UNESP]
Guimarães, M. F. [UNESP]
author2_role author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual de Campinas (UNICAMP)
Universidade Estadual Paulista (UNESP)
dc.contributor.author.fl_str_mv Barros, Ricardo M. L.
Cunha, S. A. [UNESP]
Magalhães, W. J. [UNESP]
Guimarães, M. F. [UNESP]
dc.subject.por.fl_str_mv Biomechanics
Notation
Tactical analysis
topic Biomechanics
Notation
Tactical analysis
description This paper proposes the use of 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 the 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. ©2006 Teviot Scientific Publications.
publishDate 2006
dc.date.none.fl_str_mv 2006-11-17
2022-04-28T20:12:23Z
2022-04-28T20:12:23Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv Journal of Human Movement Studies, v. 51, n. 2, p. 103-116, 2006.
0306-7297
http://hdl.handle.net/11449/224837
2-s2.0-33750953272
identifier_str_mv Journal of Human Movement Studies, v. 51, n. 2, p. 103-116, 2006.
0306-7297
2-s2.0-33750953272
url http://hdl.handle.net/11449/224837
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Journal of Human Movement Studies
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 103-116
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
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