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青少年网络游戏玩家聚类分析及结果可视化
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Abstract:
研究目的是分析青少年网络游戏玩家网络游戏使用与个体的人格特质水平、家庭环境之间的关系，并进一步探究了作为非认知能力的人格特质如何影响个体网络游戏使用，分析父子关系是否会通过中介变量父子感情影响个体使用网络游戏，最后结合这些变量对青少年网络游戏玩家进行分类，然后PCA分析降温得到两个主成分，并在二维图形之中将玩家个体聚类分析的结果通过可视化的方式展现。本研究的样本包含2501中国青少年被试，其中男生1413个，女生1088个(M = 14.2, SD = 1.52)。研究结果表明，人格特质、父子关系会影响个体网络游戏使用，根据变量划分得到网络游戏玩家群体中存在八种子类。本结果划分得到的子类在游戏成瘾以及暴力电子游戏接触上的不同为将来进行预测成瘾倾向的研究提供了支持。
The purpose of this study was to analyze the relationship between adolescent internet gamers’ internet game use and individual personality trait level. The relationship between the family environment and the relationship between the family environment and the personality traits as non-cognitive abilities affect the use of internet games by individuals, and the analysis of whether the father-adolescent relationship affects the use of internet games by mediating variables of father-adolescent feelings, and finally combined with these variables to classify adolescent internet gamers, and then the PCA analysis cooled down to obtain two principal components, and the results of individual player cluster analysis were visualized in the two-dimensional graph. The sample of 2501 Chinese adolescents in this study included 1413 boys and 1088 girls (M = 14.2, SD = 1.52). The results show that personality traits and father-adolescent relationship affect individual internet game use, and there are eight types of internet gamers according to the variables. The differences in the subcategories of game addiction and exposure to violent video games obtained by this result provide support for future research on predicting addiction propensity.
| [1] | Angres, D.H. and Bettinardi-Angres, K. (1986) The Disease of Addiction: Origins, Treatment, and Recovery. Disease-a-Month, 54, 696-721. https://doi.org/10.1016/j.disamonth.2008.07.002 |
| [2] | Kern, M.L., McCarthy, P.X., Chakrabarty, D. and Rizoiu, M.-A. (2019) Social Media-Predicted Personality Traits and Values Can Help Match People to Their Ideal Jobs. Proceedings of the National Academy of Sciences of the United States of America, 116, 26459-26464. https://doi.org/10.1073/pnas.1917942116 |
| [3] | Grotevant, H.D. (2013) Adolescent Development in Family Contexts. In: Handbook of Child Psychology: Social, Emotional, and Personality Development, Vol. 3, 5th Edition, John Wiley & Sons, Inc., Hoboken, 1097-1149. |
| [4] | Bronfenbrenner, U. (1992) Ecological Systems Theory. Jessica Kingsley Publishers, London. |
| [5] | Li, D., Li, X., Zhao, L., Zhou, Y., Sun, W. and Wang, Y. (2017) Linking Multiple Risk Exposure Profiles with Adolescent Internet Addiction: Insights from the Person-Centered Approach. Computers in Human Behavior, 75, 236-244. https://doi.org/10.1016/j.chb.2017.04.063 |
| [6] | Wang, E.S.-T. and Wang, M.C.-H. (2013) Social Support and Social Interaction Ties on Internet Addiction: Integrating Online and Offline Contexts. Cyberpsychology, Behavior, and Social Networking, 16, 843-849. https://doi.org/10.1089/cyber.2012.0557 |
| [7] | Lesieur, H.R. (2001) Cluster Analysis of Types of Inpatient Pathological Gamblers. Massachusetts School of Professional Psychology, Newton. |
| [8] | Ledger Wood, D.M. and Petry, N.M. (2006) Psychological Experience of Gambling and Subtypes of Pathological Gamblers. Psychiatry Research, 144, 17-27. https://doi.org/10.1016/j.psychres.2005.08.017 |
| [9] | Stewart, S.H., Zack, M., Collins, P., Klein, R.M. and Fragopoulos, F. (2008) Subtyping Pathological Gamblers on the Basis of Affective Motivations for Gambling: Relations to Gambling Problems, Drinking Problems, and Affective Motivations for Drinking. Psychology of Addictive Behaviors, 22, 257-268. https://doi.org/10.1037/0893-164X.22.2.257 |
| [10] | Hussain, Z. and Griffiths, M.D. (2009) Excessive Use of Massively Multi-Player Online Role-Playing Games: A Pilot Study. International Journal of Mental Health and Addiction, 7, 563-571. https://doi.org/10.1007/s11469-009-9202-8 |
| [11] | Kuss, D.J. and Griffiths, M.D. (2012) Internet Gaming Addiction: A Systematic Review of Empirical Research. International Journal of Mental Health and Addiction, 10, 278-296. https://doi.org/10.1007/s11469-011-9318-5 |
| [12] | Billieux, J., Thorens, G., Khazaal, Y., Zullino, D., Achab, S. and Van Der Linden, M. (2015) Problematic Involvement in Online Games: A Cluster Analytic Approach. Computers in Human Behavior, 43, 242-250. https://doi.org/10.1016/j.chb.2014.10.055 |
| [13] | Blaszczynski, A. and Nower, L. (2002) A Pathways Model of Problem and Pathological Gambling. Addiction, 97, 487-499. https://doi.org/10.1046/j.1360-0443.2002.00015.x |
| [14] | Kardefelt-Winther, D. (2014) A Conceptual and Methodological Critique of Internet Addiction Research: Towards a Model of Compensatory Internet Use. Computers in Human Behavior, 31, 351-354. https://doi.org/10.1016/j.chb.2013.10.059 |
| [15] | Krampe, E.M. and Newton, R.R. (2006) The Father Presence Questionnaire: A New Measure of the Subjective Experience of Being Fathered. Fathering: A Journal of Theory, Research & Practice about Men as Fathers, 4, 159-190. https://doi.org/10.3149/fth.0402.159 |
| [16] | Yao, M., Zhou, Y., Li, J. and Gao, X. (2019) Violent Video Games Exposure and Aggression: The Role of Moral Disengagement, Anger, Hostility, and Disinhibition. Aggressive Behavior, 45, 662-670. https://doi.org/10.1002/ab.21860 |
| [17] | Wang, M., Dai, X. and Yao, S. (2011) Development of the Chinese Big Five Personality Inventory (CBF-PI) III: Psychometric Properties of CBF-PI Brief Version. Chinese Journal of Clinical Psychology, 19, 454-457. |
| [18] | Podsakoff, P.M., MacKenzie, S.B., Lee, J.-Y. and Podsakoff, N.P. (2003) Common Method Biases in Behavioral Research: A Critical Review of the Literature and Recommended Remedies. Journal of Applied Psychology, 88, 879-903. https://doi.org/10.1037/0021-9010.88.5.879 |
| [19] | Birn, R.M., Roeber, B.J. and Pollak, S.D. (2017) Early Childhood Stress Exposure, Reward Pathways, and Adult Decision Making. Proceedings of the National Academy of Sciences of the United States of America, 114, 13549-13554. https://doi.org/10.1073/pnas.1708791114 |
| [20] | Uddin, L.Q., Nomi, J.S., Hébert-Seropian, B., Ghaziri, J. and Boucher, O. (2017) Structure and Function of the Human Insula. Journal of Clinical Neurophysiology: Official Publication of the American Electroencephalographic Society, 34, 300-306. https://doi.org/10.1097/WNP.0000000000000377 |
