ArticlePloS one2019
Application of multivariant decision tree technique in high performance football: The female and male corner kick.
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Match Analysis in Team Ball Sports: An Umbrella Review of Systematic Reviews and Meta-Analyses.Sports medicine - open · 2022Pooled it
- The influence of substitution decisions made by national team coaches on final match outcomes at UEFA EURO 2024.Frontiers in sports and active living · 2025Article
- Improving women's team performance on corners through video training and ball trajectory anticipation.Frontiers in psychology · 2025Article
- Goal and shot prediction in ball possessions in FIFA Women's World Cup 2023: a machine learning approach.Frontiers in psychology · 2025Article
- Improved prediction of swimming talent through random forest analysis of anthropometric and physiological phenotypes.Phenomics (Cham, Switzerland) · 2024Article
- Operational Insights into Analysing Team and Player Performance in Elite Rugby League: A Narrative Review with Case Examples.Sports medicine - open · 2022Review
- Identification of Explanatory Variables in Possession of the Ball in High-Performance Women's Football.International journal of environmental research and public health · 2021Article
- The Influence of Match Status on Ball Possession in High Performance Women's Football.Frontiers in psychology · 2020Article
- Comparison of Goal Scoring Patterns in "The Big Five" European Football Leagues.Frontiers in psychology · 2020Article
- Analysis of the Variability of the Game Space in High Performance Football: Implementation of the Generalizability Theory.Frontiers in psychology · 2020Article
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Authors and funding
4 authors.
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No grant is acknowledged in the PubMed record.
Abstract
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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