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Publicações
Descrição Detalhada da Publicação
Título Revista
Chaos, Solitons and Fractals
Ano (publicação definitiva)
2021
Língua
Inglês
País
Estados Unidos da América
Mais Informação
Web of Science®
Scopus
Google Scholar
Abstract/Resumo
In this article, we present an original method to measure the rate of positional change observed during a soccer match based on the relative spatial distribution of players on the pitch. This is justified as play- ers use their relative position as a key tactical tool to contribute to their team’s objectives. A temporal network representation of the game was used, where nodes are players discretely clustered by physical proximity into disjoint clusters. This study, observational and descriptive in nature, was applied to a set of matches from a major European national football league, with players’ coordinates sampled at 10Hz, resulting in ≈ 60,000 network samples per match. We took an information theoretic approach to measur- ing the distance between successive samples. Significant correlations were found between measurements and key match events that are empirically known to result in players jostling for position, such as when striving to get unmarked or to mark. These events increase the information distance between samples, while breaks in game play have the opposite effect. Having a measurement of dynamic, structural change in soccer is an original contribution that can complement full match statistical analysis. Hierarchical de- composition of the measurements is possible at multiple levels, building an overall multi-layer map that provides insights into the game dynamics, from the individual player, to the clusters of interacting play- ers, up to the teams and their matches. This comprehensive view of the players’ interacting behavior can be useful for training, tactics and strategy development.
Agradecimentos/Acknowledgements
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Palavras-chave
Association football,Information theory,Dynamics,Measurements,Networks
Classificação Fields of Science and Technology
- Matemáticas - Ciências Naturais
- Ciências Físicas - Ciências Naturais
Registos de financiamentos
Referência de financiamento | Entidade Financiadora |
---|---|
UIDB/50008/2020 | Fundação para a Ciência e a Tecnologia |
UID/Multi/04466/2019 | Fundação para a Ciência e a Tecnologia |
Contribuições para os Objetivos do Desenvolvimento Sustentável das Nações Unidas
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