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Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey
The goal of performance analysis is to capture the multitude of factors that affect sports strategy, and present them in an informative, interpretable, and accessible format. The aim of this study was to outline a performance analysis process in field hockey that captures, analyses and visualises st...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9070925/ https://www.ncbi.nlm.nih.gov/pubmed/35511919 http://dx.doi.org/10.1371/journal.pone.0268171 |
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author | Lord, Felicity Pyne, David B. Welvaert, Marijke Mara, Jocelyn K. |
author_facet | Lord, Felicity Pyne, David B. Welvaert, Marijke Mara, Jocelyn K. |
author_sort | Lord, Felicity |
collection | PubMed |
description | The goal of performance analysis is to capture the multitude of factors that affect sports strategy, and present them in an informative, interpretable, and accessible format. The aim of this study was to outline a performance analysis process in field hockey that captures, analyses and visualises strategy in layers of detail culminating in the creation of an RStudio Shiny application. Computerised notational analysis systems were developed to capture in-game events and ball tracking data of 74 matches from the Women’s Pro League 2019. Game styles were developed using k-means cluster analysis to reduce detailed in-game events into practical profiles to identify the attack types, game actions and tempo of a team’s strategy. Ball movement profiles were developed to identify the predictability (entropy) and direction (progression rates) of ball movements, and consequent distribution of possession in different attacking zones. The Shiny application, an interactive web-platform, links the information from simple game profiles with detailed game variables to understand each teams’ holistic game plan, how they are different, and how to exploit these differences. The process outlined can be applied to any team invasion sport to understand, develop and communicate successful strategies under different match situations. |
format | Online Article Text |
id | pubmed-9070925 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-90709252022-05-06 Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey Lord, Felicity Pyne, David B. Welvaert, Marijke Mara, Jocelyn K. PLoS One Research Article The goal of performance analysis is to capture the multitude of factors that affect sports strategy, and present them in an informative, interpretable, and accessible format. The aim of this study was to outline a performance analysis process in field hockey that captures, analyses and visualises strategy in layers of detail culminating in the creation of an RStudio Shiny application. Computerised notational analysis systems were developed to capture in-game events and ball tracking data of 74 matches from the Women’s Pro League 2019. Game styles were developed using k-means cluster analysis to reduce detailed in-game events into practical profiles to identify the attack types, game actions and tempo of a team’s strategy. Ball movement profiles were developed to identify the predictability (entropy) and direction (progression rates) of ball movements, and consequent distribution of possession in different attacking zones. The Shiny application, an interactive web-platform, links the information from simple game profiles with detailed game variables to understand each teams’ holistic game plan, how they are different, and how to exploit these differences. The process outlined can be applied to any team invasion sport to understand, develop and communicate successful strategies under different match situations. Public Library of Science 2022-05-05 /pmc/articles/PMC9070925/ /pubmed/35511919 http://dx.doi.org/10.1371/journal.pone.0268171 Text en © 2022 Lord et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 Lord, Felicity Pyne, David B. Welvaert, Marijke Mara, Jocelyn K. Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey |
title | Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey |
title_full | Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey |
title_fullStr | Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey |
title_full_unstemmed | Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey |
title_short | Capture, analyse, visualise: An exemplar of performance analysis in practice in field hockey |
title_sort | capture, analyse, visualise: an exemplar of performance analysis in practice in field hockey |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9070925/ https://www.ncbi.nlm.nih.gov/pubmed/35511919 http://dx.doi.org/10.1371/journal.pone.0268171 |
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