对足球研究的心理方法的数据分析:使用LDA主题建模
1Intelligent Information Processing Lab, Chung-Ang University, Seoul 06974, Republic of Korea.
Behavioral sciences (Basel, Switzerland)
|October 27, 2023
概括
这项研究分析了33年的足球心理学研究,揭示了教练作为一个关键领域,对心理技能的兴趣下降,以及对未来足球发展的动机,认知和情感主题的低估.
科学领域:
- 运动心理学 体育心理学
- 足球研究 足球研究
- 绩效科学 绩效科学是一门学科.
背景情况:
- 足球心理学研究在33年 (1990-2022) 的时间里有了显著的进化.
- 了解研究趋势对于推动足球发展和表现至关重要.
- 对现有文献的全面分析确定了关键领域和新兴趋势.
研究的目的:
- 在足球研究的心理方法中确定主题领域.
- 探索足球心理学研究的增长,停滞和贡献.
- 分析研究趋势,为该领域提供新的方向.
主要方法:
- 利用了 Web of Science 数据库的 1863 篇论文.
- 雇佣关键词文本挖掘和数据预处理.
- 应用隐性迪里克莱特分配 (LDA) 话题建模用于趋势分析.
主要成果:
- 在足球心理学中确定了四个主要主题领域和五十个具体主题.
- "足球教练必备"是最常见的,但不是一个统计学上显著的趋势.
- 对"用于绩效发展的心理技能"的兴趣已经减少,而"动机,认知和情绪"的代表性不足.
结论:
- 教练和训练对于精英足球的成功至关重要,需要继续进行研究.
- 有机会通过高科技干预来扩大心理技能研究.
- 进一步研究动机,认知和情绪对于全面了解足球心理学和球员表现至关重要.
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