年龄对NBA球员表现的影响:一种数据挖掘方法

Bence Richard Hach, Lucian Ionel Gaina, D. Stanescu, Bianca Gusita
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摘要

在美国职业篮球联赛(NBA)中,了解年龄对球员表现的影响对球队总经理和教练来说至关重要,这有助于他们构建最具竞争力的阵容。本研究的目的是通过将球员按年龄分为6组,并比较他们的表现指标,来研究球员的表现与年龄之间的关系。对于每一组,我们使用了多个广为人知的指标,如个人玩家效率(EFF)和玩家效率评级(PER)。实验结果表明,球员通常在这个年龄达到最佳表现水平。利用这些结果,总经理在寻找新球员以提高球队表现时具有领先优势。
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The impact of age on NBA player’s performances: A Data Mining approach
In the National Basketball Association (NBA), understanding how age impacts player performance is crucial for team general managers and coaches, allowing them to construct the most competitive rosters. This research paper aims to investigate the relationship between the player’s performances and their age by clustering the players into six groups based on their ages and comparing their performance indicators. For each group, multiple widely known indicators as the Individual Player Efficiency (EFF) and Player Efficiency Rating (PER), were used. Experimental results show the age at which players commonly reach peak performance levels. Using these results, general managers have a cutting edge when searching for new players to enhance their team performance.
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