Relationship Between Health Status and Physical Fitness of College Students From South China: An Empirical Study by Data Mining Approach

被引:12
作者
Wang, Jiajun [1 ]
Xie, Zixin [2 ]
Li, Yan [3 ]
Song, Youyi [4 ]
Yan, Jingwen [2 ,6 ]
Bai, Weihua [5 ]
Zhou, Teng [2 ,4 ,6 ]
Qin, Jing [4 ]
机构
[1] Shantou Univ, Minist Sports, Shantou 515063, Peoples R China
[2] Shantou Univ, Coll Engn, Shantou 515063, Peoples R China
[3] Shantou Univ, Affiliate Hosp 2, Med Coll, Shantou 515063, Peoples R China
[4] Hong Kong Polytech Univ, Sch Nursing, Ctr Smart Hlth, Hong Kong, Peoples R China
[5] Zhaoqing Univ, Sch Comp Sci & Software, Zhaoqing 526061, Peoples R China
[6] Shantou Univ, Minist Educ, Key Lab Intelligent Mfg Technol, Shantou 515063, Peoples R China
来源
IEEE ACCESS | 2020年 / 8卷
关键词
Batteries; Machine learning; Diseases; Data mining; Correlation; Lung; Hospitals; Physical fitness; medical examination; data mining; machine learning; sport science; MOTOR COMPETENCE; CHILDREN; OBESITY; ADOLESCENTS; CHILDHOOD; RISK;
D O I
10.1109/ACCESS.2020.2986039
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study aims to reveal the scientific associations between the motor competence related physical fitness and the medical health status of college students from south China. Two hundred and fourteen college students, including 112 males and 102 females, from 17 provinces were administrated with the Shantou University fitness test battery twice. All the subjects were asked for a medical examination, including a questionnaire and a physical examination. The records were assessed and concluded by three expertise medical practitioners. A machine learning model equipped with a new loss was designed to deal with the soft label issue. Armed with the trained model, we mine and highlight the relationship between the motor competence related physical fitness and the medical health status of the college students. The physical educators, the educational authorities, the universities, and the individuals may potentially benefit from this study.
引用
收藏
页码:67466 / 67473
页数:8
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