Game-related statistics for distinguishing winning and losing teams in Olympic basketball: The impact of game pace.

IF 2.5 2区 医学 Q2 SPORT SCIENCES Journal of Sports Sciences Pub Date : 2024-12-01 Epub Date: 2025-01-01 DOI:10.1080/02640414.2024.2448360
Ruobing Chen, Mingxin Zhang, Xiao Xu, Yongfeng Liu
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Abstract

The pace of play, a critical tactical element in basketball, significantly influences offensive and defensive strategies. This study aimed to identify statistical indicators that differentiate winners from losers across varying game paces using a sample of 90 Olympic men's basketball games from 2016, 2021, and 2024. Games were categorized as fast-paced or slow-paced via clustering algorithms. Stepwise Discriminant Analysis (SDA) identified key performance metrics, while an Exhaustive CHAID decision tree (E-CHAID) simulated outcomes based on game statistics. In fast-paced games, defensive rebounds (SC = 0.403), three-point field goals made (SC = 0.329), and free throws made (SC = 0.305) were crucial for distinguishing winners. In contrast, slow-paced games highlighted the importance of defensive rebounds (SC = 0.513), pick-and-roll ball-handler field goals missed (SC = -0.388), and cut field goals made (SC = 0.325). The decision tree further emphasized the significance of off-screen field goals made and steals as pivotal metrics. These findings offer insights into how game pace shapes performance indicators, providing strategic guidance for optimizing team tactics. By linking game statistics with match outcomes, this study contributes to understanding developmental trends in competitive basketball and enhancing technical and tactical performance.

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奥运会篮球比赛中区分输赢球队的相关数据:比赛节奏的影响。
打球的速度是篮球比赛中一个重要的战术因素,它对进攻和防守策略有着重要的影响。这项研究旨在通过2016年、2021年和2024年的90场奥运会男子篮球比赛的样本,确定在不同比赛节奏下区分赢家和输家的统计指标。通过聚类算法将游戏分为快节奏和慢节奏。逐步判别分析(SDA)确定了关键的性能指标,而详尽的CHAID决策树(E-CHAID)基于游戏统计模拟结果。在快节奏的比赛中,防守篮板(SC = 0.403)、三分球命中(SC = 0.329)和罚球命中(SC = 0.305)是区分胜者的关键。相比之下,慢节奏比赛强调防守篮板的重要性(SC = 0.513),挡拆持球手投篮失球的重要性(SC = -0.388),切球命中的重要性(SC = 0.325)。决策树进一步强调了场外进球和抢断作为关键指标的重要性。这些发现提供了关于游戏节奏如何影响表现指标的见解,并为优化团队战术提供了战略指导。通过将比赛数据与比赛结果联系起来,本研究有助于了解竞技篮球的发展趋势,提高技战术表现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Sports Sciences
Journal of Sports Sciences 社会科学-运动科学
CiteScore
6.30
自引率
2.90%
发文量
147
审稿时长
12 months
期刊介绍: The Journal of Sports Sciences has an international reputation for publishing articles of a high standard and is both Medline and Clarivate Analytics-listed. It publishes research on various aspects of the sports and exercise sciences, including anatomy, biochemistry, biomechanics, performance analysis, physiology, psychology, sports medicine and health, as well as coaching and talent identification, kinanthropometry and other interdisciplinary perspectives. The emphasis of the Journal is on the human sciences, broadly defined and applied to sport and exercise. Besides experimental work in human responses to exercise, the subjects covered will include human responses to technologies such as the design of sports equipment and playing facilities, research in training, selection, performance prediction or modification, and stress reduction or manifestation. Manuscripts considered for publication include those dealing with original investigations of exercise, validation of technological innovations in sport or comprehensive reviews of topics relevant to the scientific study of sport.
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