Intelligent systems for analyzing soccer games: The weighted centroid

Detalhes bibliográficos
Autor(a) principal: Clemente, Filipe M.
Data de Publicação: 2014
Outros Autores: Couceiro, Micael Santos, Martins, Fernando Lourenço, Mendes, Rui Sousa, Figueiredo, António José
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10316/109453
https://doi.org/10.15446/ing.investig.v34n3.43602
Resumo: New, intelligent systems have been developed recently to improve the quality of match analysis. These systems analyze the tactical behavior of the teams. However, the existing methods leave room for improvement. Thus, the main goal of this study is to refine the team centroid metric by considering all of the players on the team and the ball position. Furthermore, this study analyzes the relationship between the centroids of the two opposing teams. One 11-on-11 soccer match was analyzed to test the new centroid algorithm. The results provided strong evidence of the positive relation between the centroids of the two teams over time in the x-axis (rs = 0.781) and the y-axis (rs = 0.0707). This study confirmed the results of previous studies that analyzed the relationship between team centroids. Furthermore, it was possible to prove the effectiveness of the new tactical metric and its relevance for adding information during a match.
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spelling Intelligent systems for analyzing soccer games: The weighted centroidMatch AnalysisSoccerTacticsCollective BehaviorCentroidanálisis del partido de fútboltáctica,comportamiento colectivo y CentroideNew, intelligent systems have been developed recently to improve the quality of match analysis. These systems analyze the tactical behavior of the teams. However, the existing methods leave room for improvement. Thus, the main goal of this study is to refine the team centroid metric by considering all of the players on the team and the ball position. Furthermore, this study analyzes the relationship between the centroids of the two opposing teams. One 11-on-11 soccer match was analyzed to test the new centroid algorithm. The results provided strong evidence of the positive relation between the centroids of the two teams over time in the x-axis (rs = 0.781) and the y-axis (rs = 0.0707). This study confirmed the results of previous studies that analyzed the relationship between team centroids. Furthermore, it was possible to prove the effectiveness of the new tactical metric and its relevance for adding information during a match.Nuevos sistemas inteligentes se han desarrollado recientemente, con el fin de mejorar la calidad de análisis del partido. Estos sistemas basan su análisis en el comportamiento táctico de los equipos, sin embargo, todos los métodos innovadores necesitan algunos cambios para aumentar su potencial en las implicaciones prácticas. Por lo tanto, el objetivo principal de este trabajo es proponer una actualización del centroide y métrica del equipo, teniendo en cuenta a todos los jugadores del equipo y también la posición de la bola, además, tiene como objetivo analizar la relación entre los centroides de los equipos oponentes. Un partido de fútbol 11, fue analizado con el fin de aplicar el nuevo algoritmo del centroide; los principales resultados mostraron una fuerte evidencia de la relación positiva entre centroides en el eje x ( = 0.781) y el eje y ( = 0.707). Este estudio, confirma trabajos previos que analizaron la relación positiva y fuerte entre equipos centroides. Además, fue posible demostrar la pertinencia de la nueva actualización de métrica táctica y su importancia para el aumento de la información en las aplicaciones prácticas durante el partido.Universidad Nacional de Colombia2014info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/109453http://hdl.handle.net/10316/109453https://doi.org/10.15446/ing.investig.v34n3.43602eng2248-87230120-5609Clemente, Filipe M.Couceiro, Micael SantosMartins, Fernando LourençoMendes, Rui SousaFigueiredo, António Joséinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-10-16T10:19:03Zoai:estudogeral.uc.pt:10316/109453Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:25:38.856633Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Intelligent systems for analyzing soccer games: The weighted centroid
title Intelligent systems for analyzing soccer games: The weighted centroid
spellingShingle Intelligent systems for analyzing soccer games: The weighted centroid
Clemente, Filipe M.
Match Analysis
Soccer
Tactics
Collective Behavior
Centroid
análisis del partido de fútbol
táctica,
comportamiento colectivo y Centroide
title_short Intelligent systems for analyzing soccer games: The weighted centroid
title_full Intelligent systems for analyzing soccer games: The weighted centroid
title_fullStr Intelligent systems for analyzing soccer games: The weighted centroid
title_full_unstemmed Intelligent systems for analyzing soccer games: The weighted centroid
title_sort Intelligent systems for analyzing soccer games: The weighted centroid
author Clemente, Filipe M.
author_facet Clemente, Filipe M.
Couceiro, Micael Santos
Martins, Fernando Lourenço
Mendes, Rui Sousa
Figueiredo, António José
author_role author
author2 Couceiro, Micael Santos
Martins, Fernando Lourenço
Mendes, Rui Sousa
Figueiredo, António José
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Clemente, Filipe M.
Couceiro, Micael Santos
Martins, Fernando Lourenço
Mendes, Rui Sousa
Figueiredo, António José
dc.subject.por.fl_str_mv Match Analysis
Soccer
Tactics
Collective Behavior
Centroid
análisis del partido de fútbol
táctica,
comportamiento colectivo y Centroide
topic Match Analysis
Soccer
Tactics
Collective Behavior
Centroid
análisis del partido de fútbol
táctica,
comportamiento colectivo y Centroide
description New, intelligent systems have been developed recently to improve the quality of match analysis. These systems analyze the tactical behavior of the teams. However, the existing methods leave room for improvement. Thus, the main goal of this study is to refine the team centroid metric by considering all of the players on the team and the ball position. Furthermore, this study analyzes the relationship between the centroids of the two opposing teams. One 11-on-11 soccer match was analyzed to test the new centroid algorithm. The results provided strong evidence of the positive relation between the centroids of the two teams over time in the x-axis (rs = 0.781) and the y-axis (rs = 0.0707). This study confirmed the results of previous studies that analyzed the relationship between team centroids. Furthermore, it was possible to prove the effectiveness of the new tactical metric and its relevance for adding information during a match.
publishDate 2014
dc.date.none.fl_str_mv 2014
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10316/109453
http://hdl.handle.net/10316/109453
https://doi.org/10.15446/ing.investig.v34n3.43602
url http://hdl.handle.net/10316/109453
https://doi.org/10.15446/ing.investig.v34n3.43602
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2248-8723
0120-5609
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dc.publisher.none.fl_str_mv Universidad Nacional de Colombia
publisher.none.fl_str_mv Universidad Nacional de Colombia
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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