Physical Fitness Evaluation of College Students at the Stage of Physical Exercise Behavior Based on Bayesian and Data Mining

被引:1
|
作者
Wang, Lei [1 ]
Yang, Mei [2 ]
机构
[1] Wuhan Sports Univ, Sch Journalism & Commun, Wuhan 430079, Hubei, Peoples R China
[2] Wuhan Sports Univ, Sch Int Educ, Wuhan 430079, Hubei, Peoples R China
关键词
Students - Metadata - Health - Bayesian networks - Sports - Regression analysis;
D O I
10.1155/2022/9582690
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
It is difficult for the traditional physical fitness evaluation methods to dig useful information from massive data, and the accuracy of physical fitness evaluation is low. Therefore, this study proposed a physical fitness evaluation method in the stage of physical exercise behavior based on Bayesian and data mining for the college students. The purpose was to set the association rules of exercise behavior stage, to mine the association mapping relationship in the data set by using frequent itemsets, to build a regression model and to select the best physical variables in the exercise behavior stage. The frequent itemset was used to eliminate the redundancy of physical fitness data, the causal relationship was used to sort the physical exercise behavior stage, and the transformation of physical fitness evaluation index system was realized through Bayesian network topology to realize the physical fitness evaluation in the physical exercise behavior stage. The experimental results showed that the accuracy of this method was as high as 97.62%, and the recall rate of fitness data evaluation was as high as 99.3%. At the same time, the effect of fitness evaluation was better in a short evaluation time.
引用
收藏
页数:9
相关论文
共 50 条
  • [41] The promoting effect of exercise motivation on physical fitness in college students: a mediation effect model
    Liu, Yudu
    Zhai, Xiaobing
    Zhang, Yanan
    Jiang, Can
    Zeng, Jing
    Yang, Mei
    Xie, Xinyan
    Zhou, Feng
    Xiang, Bing
    BMC PUBLIC HEALTH, 2023, 23 (01)
  • [42] The analysis on college students' physical fitness testing data - two cases study
    Mou, Yi
    Zhou, Long
    Chen, Weizhen
    Zhao, Xu
    Liu, Yang
    Yang, Chao
    2017 INTERNATIONAL CONFERENCE ON SECURITY, PATTERN ANALYSIS, AND CYBERNETICS (SPAC), 2017, : 252 - 255
  • [43] APPLICATION OF COLLEGE STUDENTS' PHYSICAL EXERCISE BEHAVIOR AND AEROBIC EXERCISE IN ADULTS' PSYCHOLOGICAL ANXIETY
    Tang, Huaming
    Luo, Zhao
    PSYCHIATRIA DANUBINA, 2021, 33 : S98 - S100
  • [44] Evaluation of the validity of the physical exercise peer support questionnaire for college students
    Luo, Lin
    Yang, Xiuxiong
    Zeng, Xiaojin
    Song, Naiqing
    Zhou, Ling
    Zhang, Liping
    Yang, Yongbin
    Yang, Jie
    FRONTIERS IN PUBLIC HEALTH, 2022, 10
  • [45] Fitness promotion in college: the relationships among students' perceived physical literacy, knowledge, and physical fitness
    Long, Bin
    Liu, Yang
    Chen, Senlin
    Yang, Yiwu
    Tang, Suna
    Yang, Jimei
    Wang, Yuhuai
    FRONTIERS IN PSYCHOLOGY, 2024, 15
  • [46] Exercise makes better mind: a data mining study on effect of physical activity on academic achievement of college students
    Du, Shuang
    Hu, Hang
    Cheng, Kaiwen
    Li, Huan
    FRONTIERS IN PSYCHOLOGY, 2023, 14
  • [47] The internal relationship of college students' physical exercise behavior and related factors based on ecological model
    Su, Xiaohong
    Li, Minghang
    Shao, Liguo
    Wang, Zihao
    Tian, Ying
    Ma, Yan
    MCB Molecular and Cellular Biomechanics, 2024, 21 (02):
  • [48] Innovation of College Physical Education Based on Data Mining Algorithm
    Liu Yuchen
    AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 1744 - 1747
  • [49] The association of physical fitness and cognition among college students
    Chi, Lin
    Yang, Kao-Teng
    Teng, Kuo-Kai
    Wang, Yi-Chun
    Chang, Yu-Kai
    JOURNAL OF SPORT & EXERCISE PSYCHOLOGY, 2012, 34 : S216 - S216
  • [50] Relationship of Physical Fitness and Academic Performance in College Students
    Huang, Guoyuan
    Davis-Brezette, Jane A.
    Kamla, Jim D.
    Bennett, Stephanie E.
    Marcum, Patty L.
    Bower, Glenna G.
    Enzler, David F.
    RESEARCH QUARTERLY FOR EXERCISE AND SPORT, 2009, 80 (01) : A19 - A19