首页    期刊浏览 2024年10月04日 星期五
登录注册

文章基本信息

  • 标题:A learning-based system for predicting sport injuries
  • 本地全文:下载
  • 作者:Guangying Liu ; Hua Sun ; Wanjian Bai
  • 期刊名称:MATEC Web of Conferences
  • 电子版ISSN:2261-236X
  • 出版年度:2018
  • 卷号:189
  • DOI:10.1051/matecconf/201818910008
  • 语种:English
  • 出版社:EDP Sciences
  • 摘要:In the big data era, learning-based techniques have attracted more and more attentions in many industry areas. The sport injury prediction is one of the most critical issues in data analysis of soccer teams.However, learning-based methods have not been widely used due to the poor data quality and computational capacity. In this paper, we propose a learning-based model to forecast sport injuries according to the data from various information systems. We first reduce the attributes that have significant impact on the injury risk by using learning-based methods.Then, we provide an algorithm based on the random forest method to prevent the over-fitting problem. We have evaluated the proposed model with the real-world data. The experimental results show that our model works efficiently and achieves low error rates.
国家哲学社会科学文献中心版权所有