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Application of multivariant decision tree technique in high performance football: The female and male corner kick

The use of multidimensional statistical technique based on decision trees is of recent application in sports science. In the case of football, this technique has not yet been sufficiently proven. The aim of the present study was to search for different success models for the corners in the FIFA Worl...

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Detalles Bibliográficos
Autores principales: Maneiro, Rubén, Casal, Claudio A., Ardá, Antonio, Losada, José Luís
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6411156/
https://www.ncbi.nlm.nih.gov/pubmed/30856199
http://dx.doi.org/10.1371/journal.pone.0212549
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author Maneiro, Rubén
Casal, Claudio A.
Ardá, Antonio
Losada, José Luís
author_facet Maneiro, Rubén
Casal, Claudio A.
Ardá, Antonio
Losada, José Luís
author_sort Maneiro, Rubén
collection PubMed
description The use of multidimensional statistical technique based on decision trees is of recent application in sports science. In the case of football, this technique has not yet been sufficiently proven. The aim of the present study was to search for different success models for the corners in the FIFA World Cup 2014 and FIFA Women's World Cup 2015. For this, the statistical analysis focused on the search for classification models for the different criteria considered (shot, shot between the three posts and goal), based on the creation of different decision trees that allow the most important variables to be identified quickly and efficiently. For this, 1117 corners were collected between the two competitions, performed in 116 international matches. It has been possible to establish multivariate models for the "shot" and "shot between the three posts" criteria, allowing, in some cases, to quadruple the potential for offensive success. On the other hand, we have been able to identify significant differences in the male and female model of execution. These findings suggest the need to continue deepening the study of tactical behavior in women's soccer from a multivariate perspective, and also propose a better optimization of the management and training of this type of actions for both male and female football. In addition, it has allowed to test the decision tree statistical technique in the analysis of high performance football, with satisfactory results and of great relevance in the applied field.
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spelling pubmed-64111562019-04-01 Application of multivariant decision tree technique in high performance football: The female and male corner kick Maneiro, Rubén Casal, Claudio A. Ardá, Antonio Losada, José Luís PLoS One Research Article The use of multidimensional statistical technique based on decision trees is of recent application in sports science. In the case of football, this technique has not yet been sufficiently proven. The aim of the present study was to search for different success models for the corners in the FIFA World Cup 2014 and FIFA Women's World Cup 2015. For this, the statistical analysis focused on the search for classification models for the different criteria considered (shot, shot between the three posts and goal), based on the creation of different decision trees that allow the most important variables to be identified quickly and efficiently. For this, 1117 corners were collected between the two competitions, performed in 116 international matches. It has been possible to establish multivariate models for the "shot" and "shot between the three posts" criteria, allowing, in some cases, to quadruple the potential for offensive success. On the other hand, we have been able to identify significant differences in the male and female model of execution. These findings suggest the need to continue deepening the study of tactical behavior in women's soccer from a multivariate perspective, and also propose a better optimization of the management and training of this type of actions for both male and female football. In addition, it has allowed to test the decision tree statistical technique in the analysis of high performance football, with satisfactory results and of great relevance in the applied field. Public Library of Science 2019-03-11 /pmc/articles/PMC6411156/ /pubmed/30856199 http://dx.doi.org/10.1371/journal.pone.0212549 Text en © 2019 Maneiro et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Maneiro, Rubén
Casal, Claudio A.
Ardá, Antonio
Losada, José Luís
Application of multivariant decision tree technique in high performance football: The female and male corner kick
title Application of multivariant decision tree technique in high performance football: The female and male corner kick
title_full Application of multivariant decision tree technique in high performance football: The female and male corner kick
title_fullStr Application of multivariant decision tree technique in high performance football: The female and male corner kick
title_full_unstemmed Application of multivariant decision tree technique in high performance football: The female and male corner kick
title_short Application of multivariant decision tree technique in high performance football: The female and male corner kick
title_sort application of multivariant decision tree technique in high performance football: the female and male corner kick
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6411156/
https://www.ncbi.nlm.nih.gov/pubmed/30856199
http://dx.doi.org/10.1371/journal.pone.0212549
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