Providing Appropriate Social Support to Prevention of Depression for Highly Anxious Sufferers

被引:15
作者
Hao, Fei [1 ,2 ]
Pang, Guangyao [1 ,2 ,3 ]
Wu, Yulei [4 ]
Pi, Zhongling [1 ]
Xia, Lirong [5 ]
Min, Geyong [4 ]
机构
[1] Minist Educ, Key Lab Modern Teaching Technol, Xian 710062, Shaanxi, Peoples R China
[2] Shaanxi Normal Univ, Sch Comp Sci, Xian 710119, Shaanxi, Peoples R China
[3] Wuzhou Univ, Sch Data Sci & Software Engn, Wuzhou 543002, Peoples R China
[4] Univ Exeter, Coll Engn Math & Phys Sci, Dept Comp Sci, Exeter EX4 4QF, Devon, England
[5] Shanghai Psytech Elect Technol Co Ltd, Shanghai 201108, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Artificial intelligence; Social networking (online); Indexes; Correlation; Stress; Psychology; Anxiety index (AI); depression index (DI); Gaussian mixture model (GMM); social support; ANXIETY; VALIDATION; INTERNET; STRESS; THINGS; MODEL;
D O I
10.1109/TCSS.2019.2894144
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Depression is becoming a serious global health problem worldwide, with an increasing number of patients suffering from anxiety and other disorders. Our work aims to provide the appropriate social support (SS) to the prevention of depression for highly anxious undergraduates. We used 1425 undergraduates from 18 universities in China via a cluster random sampling method for the survey on the self-rating anxiety scale, the self-rating depression scale, and the SS scale for anxiety and depression. Based on the collected questionnaire data, we first reveal that the distribution of both anxiety data and depression data follows a Gaussian distribution. Then, a Gaussian mixture model is adopted for clustering these data in terms of anxiety index and depression index. According to the observations extracted from the clusters, the correlation among anxiety, depression, and SS is investigated by a correlation analysis method. Finally, the corresponding moderating effect of SS between anxiety and depression is figured out via the hierarchical multiple regression analysis. The detailed analysis indicates that the high-level SS, such as the help and support from individual's friends or family members, could reduce the risk for depression from highly anxious undergraduates.
引用
收藏
页码:879 / 887
页数:9
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