Identification of Video Game Addiction Using Heart-Rate Variability Parameters

被引:10
|
作者
Kim, Jung-Yong [1 ]
Kim, Hea-Sol [1 ]
Kim, Dong-Joon [2 ]
Im, Sung-Kyun [2 ]
Kim, Mi-Sook [3 ]
机构
[1] Hanyang Univ ERICA, Dept HCI, Ansan 15588, Gyeonggi Do, South Korea
[2] Hanyang Univ ERICA, Dept Ind & Management Engn, Ansan 15588, Gyeonggi Do, South Korea
[3] Kyung Hee Univ, Dept Clothing & Text, Seoul 02447, South Korea
关键词
HRV parameter; game addiction; League of Legends; stress response; sensitivity; specificity; logistic regression; MENTAL STRESS;
D O I
10.3390/s21144683
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The purpose of this study is to determine heart rate variability (HRV) parameters that can quantitatively characterize game addiction by using electrocardiograms (ECGs). 23 subjects were classified into two groups prior to the experiment, 11 game-addicted subjects, and 12 non-addicted subjects, using questionnaires (CIUS and IAT). Various HRV parameters were tested to identify the addicted subject. The subjects played the League of Legends game for 30-40 min. The experimenter measured ECG during the game at various window sizes and specific events. Moreover, correlation and factor analyses were used to find the most effective parameters. A logistic regression equation was formed to calculate the accuracy in diagnosing addicted and non-addicted subjects. The most accurate set of parameters was found to be pNNI20, RMSSD, and LF in the 30 s after the "being killed" event. The logistic regression analysis provided an accuracy of 69.3% to 70.3%. AUC values in this study ranged from 0.654 to 0.677. This study can be noted as an exploratory step in the quantification of game addiction based on the stress response that could be used as an objective diagnostic method in the future.
引用
收藏
页数:13
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