Big Data Analysis of the Key Attributes Related to Stress and Mental Health in Korean Taekwondo Student Athletes

被引:6
作者
Park, Sung-Un [1 ]
Jeon, Jung-Woo [2 ]
Ahn, Hyunkyun [3 ]
Yang, Yoon-Kwon [4 ]
So, Wi-Young [5 ]
机构
[1] Shingyeong Univ, Dept Sport & Leisure Studies, Coll Arts & Phys Educ, Hwaseong Si 18274, South Korea
[2] Kyung Hee Univ, Dept Taekwondo, Coll Phys Educ, Yongin 17104, South Korea
[3] Myongji Coll, Div Arts & Hlth, Dept Sport & Leisure Studies, Seoul 03656, South Korea
[4] Sungshin Womens Univ, Coll Hlth & Wellness, Dept Sport & Leisure Studies, Seoul 02844, South Korea
[5] Korea Natl Univ Transportat, Coll Humanities & Arts, Chungju Si 27469, South Korea
关键词
Taekwondo; Korean student-athlete; stress; mental health; PARTICIPATION; BURNOUT; YOUTH; PREVALENCE; DEPRESSION; WRESTLERS; OUTCOMES; SPORTS;
D O I
10.3390/su14010477
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In the present study, we used big data analysis to examine the key attributes related to stress and mental health among Korean Taekwondo student-athletes. Keywords included "Taekwondo + Student athlete + Stress + Mental health". Naver and Google databases were searched to identify research published between 1 January 2010 and 31 December 2019. Text-mining analysis was performed on unstructured texts using TEXTOM 4.5, with social network analysis performed using UCINET 6. In total, 3149 large databases (1.346 MB) were analyzed. Two types of text-mining analyses were performed, namely, frequency analysis and term frequency-inverse document frequency analysis. For the social network analysis, the degree centrality and convergence of iterated correlation analysis were used to deduce the node-linking degree in the network and to identify clusters. The top 10 most frequently used terms were "stress", "Taekwondo", "health", "player", "student", "mental", "exercise", "mental health", "relieve", and "child." The top 10 most frequently occurring results of the TF-IDF analysis were "Taekwondo", "health", "player", "exercise", "student", "mental", "stress", "mental health", "child" and "relieve". The degree centrality analysis yielded similar results regarding the top 10 terms. The convergence of iterated correlation analysis identified six clusters: student, start of dream, diet, physical and mental, sports activity, and adult Taekwondo center. Our results emphasize the importance of designing interventions that attenuate stress and improve mental health among Korean Taekwondo student-athletes.
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页数:15
相关论文
共 96 条
[1]  
Aggarwal C.C., 2012, Mining Text Data, DOI [DOI 10.1007/978-1-4614-3223-4_6, 10.1007/978-1-4614-3223-4, 10.1007/978-1-4614-3223-4_6, DOI 10.1007/978-1-4614-3223-4]
[2]  
Aggarwal C.C., 2018, MACH LEARNING TEXT
[3]  
Ann M.S., 2018, SOC CONVERG KNOWL T, V6, P87
[4]  
[Anonymous], 2011, BIG DATA NEXT FRONTI
[5]   Prevalence, Magnitude, and Methods of Rapid Weight Loss among Judo Competitors [J].
Artioli, Guilherme Giannini ;
Gualano, Bruno ;
Franchini, Emerson ;
Scagliusi, Fernanda Baeza ;
Takesian, Mariane ;
Fuchs, Marina ;
Lancha, Antonio Herbert, Jr. .
MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2010, 42 (03) :436-442
[6]   Investigating Key Attributes in Experience and Satisfaction of Hotel Customer Using Online Review Data [J].
Ban, Hyun-Jeong ;
Choi, Hayeon ;
Choi, Eun-Kyong ;
Lee, Sanghyeop ;
Kim, Hak-Seon .
SUSTAINABILITY, 2019, 11 (23)
[7]   Weight Loss Strategies in Combat Sports and Concerning Habits in Mixed Martial Arts [J].
Barley, Oliver R. ;
Chapman, Dale W. ;
Abbiss, Chris R. .
INTERNATIONAL JOURNAL OF SPORTS PHYSIOLOGY AND PERFORMANCE, 2018, 13 (07) :933-939
[8]   The prevalence and correlates of depression, anxiety, and stress in a sample of college students [J].
Beiter, R. ;
Nash, R. ;
McCrady, M. ;
Rhoades, D. ;
Linscomb, M. ;
Clarahan, M. ;
Sammut, S. .
JOURNAL OF AFFECTIVE DISORDERS, 2015, 173 :90-96
[9]  
Benson P.L., 2001, TRENDS YOUTH DEV VIS
[10]  
Beyer M.A. Laney., 2012, The Importance of Big Data: A Definition