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The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association
The aim of the study was to (i) use an clustering analysis method to classify and identify native and foreign basketball players into similar groups based on game-related statistics; (ii) use the Pearson’s Chi-square test to identify the key clusters that affect whether a team enters the playoffs; a...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8842947/ https://www.ncbi.nlm.nih.gov/pubmed/35173649 http://dx.doi.org/10.3389/fpsyg.2021.788498 |
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author | Wang, Xing Han, Bin Zhang, Shaoliang Zhang, Liqing Lorenzo Calvo, Alberto Gomez, Miguel-Ángel |
author_facet | Wang, Xing Han, Bin Zhang, Shaoliang Zhang, Liqing Lorenzo Calvo, Alberto Gomez, Miguel-Ángel |
author_sort | Wang, Xing |
collection | PubMed |
description | The aim of the study was to (i) use an clustering analysis method to classify and identify native and foreign basketball players into similar groups based on game-related statistics; (ii) use the Pearson’s Chi-square test to identify the key clusters that affect whether a team enters the playoffs; and (iii) use the classification tree analysis to stimulate the prediction of team ability and the construction of the team roster. The sample consisted of 422 foreign players and 1,775 native players across 9 seasons from 2011 to 2019. The clustering process allowed for the identification of nine native and six foreign player performance profiles. In addition, two clusters (p < 0.001, ES = 0.33; p < 0.001, ES = 0.28) of native players and one cluster (p < 0.05, ES = 0.16) of foreign players were identified that had a significant impact on team ability. These results provide alternative references for basketball staff concerning the process of evaluating native and foreign player performance in the Chinese Basketball Association. |
format | Online Article Text |
id | pubmed-8842947 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88429472022-02-15 The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association Wang, Xing Han, Bin Zhang, Shaoliang Zhang, Liqing Lorenzo Calvo, Alberto Gomez, Miguel-Ángel Front Psychol Psychology The aim of the study was to (i) use an clustering analysis method to classify and identify native and foreign basketball players into similar groups based on game-related statistics; (ii) use the Pearson’s Chi-square test to identify the key clusters that affect whether a team enters the playoffs; and (iii) use the classification tree analysis to stimulate the prediction of team ability and the construction of the team roster. The sample consisted of 422 foreign players and 1,775 native players across 9 seasons from 2011 to 2019. The clustering process allowed for the identification of nine native and six foreign player performance profiles. In addition, two clusters (p < 0.001, ES = 0.33; p < 0.001, ES = 0.28) of native players and one cluster (p < 0.05, ES = 0.16) of foreign players were identified that had a significant impact on team ability. These results provide alternative references for basketball staff concerning the process of evaluating native and foreign player performance in the Chinese Basketball Association. Frontiers Media S.A. 2022-01-31 /pmc/articles/PMC8842947/ /pubmed/35173649 http://dx.doi.org/10.3389/fpsyg.2021.788498 Text en Copyright © 2022 Wang, Han, Zhang, Zhang, Lorenzo Calvo and Gomez. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Wang, Xing Han, Bin Zhang, Shaoliang Zhang, Liqing Lorenzo Calvo, Alberto Gomez, Miguel-Ángel The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association |
title | The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association |
title_full | The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association |
title_fullStr | The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association |
title_full_unstemmed | The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association |
title_short | The Differences in the Performance Profiles Between Native and Foreign Players in the Chinese Basketball Association |
title_sort | differences in the performance profiles between native and foreign players in the chinese basketball association |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8842947/ https://www.ncbi.nlm.nih.gov/pubmed/35173649 http://dx.doi.org/10.3389/fpsyg.2021.788498 |
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