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基于预测模型的武术翻腾个性化学习路径选择研究

Toward individualized learning pathway selection in martial arts tricking using predictive models
Stefan Pastel、Roman Kalenov、Hafez Kader · Frontiers in Sports and Active Living · 2026-11-06

研究信息

期刊 / 来源
Frontiers in Sports and Active Living
发表日期
2026-11-06
文献库
OpenAlex
作者
Stefan Pastel, Roman Kalenov, Hafez Kader
DOI
10.3389/fspor.2026.1963884
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英文原文摘要全文

Introduction Meeting relevant prerequisites may improve movement readiness and skill development. In Martial Arts Tricking (MAT), diverse movement categories complicate individualized learning pathway selection. This proof-of-concept study investigates whether supervised machine learning can support personalized training by predicting trick performance and identifying influential athlete-specific features. Methods Synthetic data representing plausible feature relationships were used to demonstrate the framework, not to infer real-world athlete performance. Multiple models were evaluated for pr

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