Predicting likelihood of psychological disorders in PlayerUnknown’s Battlegrounds (PUBG) players from Asian countries using supervised machine learning

Addictive Behaviors - Tập 101 - Trang 106132 - 2020
Swati Aggarwal1, Shivin Saluja1, Varshika Gambhir1, Shubhi Gupta1, Simrat Pal Singh Satia1
1Division of Computer Engineering, Netaji Subhas University of Technology, Azad Hind Fauj Marg, Sector-3, Dwarka, New Delhi 110078, India

Tài liệu tham khảo

Aarseth, 2017, Scholars’ open debate paper on the World Health Organization ICD-11 Gaming Disorder proposal, Journal of Behavioral Addictions, 6, 267, 10.1556/2006.5.2016.088 American Psychiatric Association, 2013 Arcelus, 2016, Video gaming and gaming addiction in transgender people: An exploratory study, Journal of behavioral addictions, 6, 21, 10.1556/2006.6.2017.002 Asrs, 2009, Adult ADHD Self-Report Scale (ASRS-v1. 1) symptom checklist in patients with substance use disorders, Actas Esp Psiquiatr, 37, 299 Aung, M., et al. 2018. Predicting Skill Learning in a Large, Longitudinal MOBA Dataset. In: 2018 IEEE Conference on Computational Intelligence and Games (CIG), pages 1–7. Bloomberg. (2019, March 25). Indian cities crack down on PUBG over fear of creating psychopaths. Retrieved from https://www.thehindubusinessline.com/info-tech/pubg-ban-india-bans-most-popular-game-over-fear-of-creating-psychopaths/article26632172.ece. Bonnaire, 2019, Internet gaming disorder in male and female young adults: The role of alexithymia, depression, anxiety and gaming type, Psychiatry research, 272, 521, 10.1016/j.psychres.2018.12.158 Bonny, 2017, Number processing ability is connected to longitudinal changes in multiplayer online battle arena skill, Computers in Human Behavior, 66, 377, 10.1016/j.chb.2016.10.005 Brunborg, G. S., Mentzoni, R. A., and Fr∅yland, L. R. 2014. Is video gaming, or video game addiction, associated with depression, academic achievement, heavy episodic drinking, or conduct problems? Journal of behavioral addictions, 3, 27–32. Chawla, 2002, SMOTE: Synthetic minority oversampling technique, Journal of artificial intelligence research, 16, 321, 10.1613/jair.953 Collins, 2012, Personality traits associated with problematic and nonproblematic massively multiplayer online role playing game use, Personality and Individual Differences, 52, 133, 10.1016/j.paid.2011.09.015 Deleuze, 2017, Shoot at first sight! First person shooter players display reduced reaction time and compromised inhibitory control in comparison to other video game players, Computers in Human Behavior, 72, 570, 10.1016/j.chb.2017.02.027 Dong, 2011, Enhanced reward sensitivity and decreased loss sensitivity in Internet addicts: An fMRI study during a guessing task, Journal of psychiatric research, 45, 1525, 10.1016/j.jpsychires.2011.06.017 Greiner, 2000, Principles and practical application of the receiver-operating characteristic analysis for diagnostic tests, Preventive veterinary medicine, 45, 23, 10.1016/S0167-5877(00)00115-X Griffiths, 2014, DSM-5 internet gaming disorder needs a unified approach to assessment, Neuropsychiatry, 4, 1, 10.2217/npy.13.82 Hadiji, 2014, Predicting player churn in the wild, 1 Kim, 2016, Characteristics and psychiatric symptoms of Internet gaming disorder among adults using selfreported DSM-5 criteria, Psychiatry investigation, 13, 58, 10.4306/pi.2016.13.1.58 King, 2013, Toward a consensus definition of pathological video-gaming: A systematic review of psychometric assessment tools., Clinical psychology review, 33, 331, 10.1016/j.cpr.2013.01.002 Sioni, 2017, A brief measure for assessing generalized anxiety disorder: The GAD-7, Archives of Internal Medicine, 166, 1092 Kuss, 2013, Internet gaming addiction: A systematic review of empirical research, International Journal of Mental Health and Addiction, 10, 278, 10.1007/s11469-011-9318-5 Lemmens, 2016, Addictive online games: Examining the relationship between game genres and Internet gaming disorder, Cyberpsychology, Behavior, and Social Networking, 19, 270, 10.1089/cyber.2015.0415 Liao, S. (2018, December 18). PUBG mobile has as many players as Fortnite. Retrieved from https://www.theverge.com/2018/12/18/18146774/pubg-mobile-players-fortnite. Lo, 2005, Physical interpersonal relationships and social anxiety among online game players, Cyberpsychology & Behavior, 8, 15, 10.1089/cpb.2005.8.15 McKinney, 2011, pandas: A foundational Python library for data analysis and statistics. Python for High Performance and Scientific, Computing, 14 Milani, 2018, Internet gaming addiction in adolescence: risk factors and maladjustment correlates, International Journal of Mental Health and Addiction, 16, 888, 10.1007/s11469-017-9750-2 Na, 2017, The influence of game genre on Internet gaming disorder, Journal of Behavioral Addictions, 6, 248, 10.1556/2006.6.2017.033 Nuangjumnonga, T., and Mitomo, H. 2012. Leadership development through online gaming. Nuyens, 2016, Impulsivity in multiplayer online battle arena gamers: Preliminary results on experimental and selfreport measures, Journal of behavioral addictions, 5, 351, 10.1556/2006.5.2016.028 Pearcy, 2017, Internet gaming disorder explains unique variance in psychological distress and disability after controlling for comorbid depression, OCD, ADHD, and anxiety, Cyberpsychology, Behavior, and Social Networking, 20, 126, 10.1089/cyber.2016.0304 Pedregosa, 2011, Scikit-learn: Machine learning in Python, Journal of machine learning research, 12, 2825 Peng, 2009, A survey of Chinese college students addicted to video games, China Education Innovation Herald, 28, 111 Peters, 2008, Problematic usage among highly-engaged players of massively multiplayer online role playing games, CyberPsychology & Behavior, 11, 481, 10.1089/cpb.2007.0140 Petry, 2014, An international consensus for assessing internet gaming disorder using the new DSM-5 approach, Addiction, 109, 1399, 10.1111/add.12457 Pontes, 2019, Measurement and conceptualization of Gaming Disorder according to the World Health Organization framework: The development of the Gaming Disorder Test, International Journal of Mental Health and Addiction, 1 Pontes, 2015, Measuring DSM-5 Internet gaming disorder: Development and validation of a short psychometric scale, Computers in Human Behavior, 45, 137, 10.1016/j.chb.2014.12.006 Pontes, 2016, Internet gaming disorder among Slovenian primary schoolchildren: Findings from a nationally representative sample of adolescents, Journal of behavioral addictions, 5, 304, 10.1556/2006.5.2016.042 Rehbein, 2015, Prevalence of Internet gaming disorder in German adolescents: Diagnostic contribution of the nine DSM-5 criteria in a state-wide representative sample, Addiction, 110, 842, 10.1111/add.12849 Robins, 2001, Measuring global self-esteem: Construct validation of a single-item measure and the Rosenberg Self-Esteem Scale, Personality and social psychology bulletin, 27, 151, 10.1177/0146167201272002 Rooij, 2011, Online video game addiction: Identification of addicted adolescent gamers, Addiction, 106, 205, 10.1111/j.1360-0443.2010.03104.x Runge, 2014, Churn prediction for high-value players in casual social games, 1 Santos, 2018, Cross-Validation for Imbalanced Datasets: Avoiding Overoptimistic and Overfitting Approaches [Research Frontier], IEEE Computational Intelligence Magazine, 13, 59, 10.1109/MCI.2018.2866730 Saputra, 2017, Stress Emotion Evaluation in Multiplayer Online Battle Arena (MOBA) Video Game Related to Gaming Rules Using Electroencephalogram (EEG), 74 Schimmenti, 2017, Schizotypal personality traits and problematic use of massively-multiplayer online role-playing games (MMORPGs), Computers in Human Behavior, 74, 286, 10.1016/j.chb.2017.04.048 Shaw-Zirt, 2005, Adjustment, social skills, and selfesteem in college students with symptoms of ADHD, Journal of Attention Disorders, 8, 109, 10.1177/1087054705277775 King, D., et al. 2018. Comment on the global gaming industry’s statement on ICD-11 gaming disorder: A corporate strategy to disregard harm and deflect social responsibility? Addiction. Sifa, R., et al. 2015. Predicting purchase decisions in mobile free-to-play games. In Eleventh Artificial Intelligence and Interactive Digital Entertainment Conference. Spitzer, 2006, A brief measure for assessing generalized anxiety disorder: The GAD-7, Archives of internal medicine, 166, 1092, 10.1001/archinte.166.10.1092 Stavropoulos, 2017, MMORPG gaming and hostility predict Internet addiction symptoms in adolescents: An empirical multilevel longitudinal study, Addictive behaviors, 64, 294, 10.1016/j.addbeh.2015.09.001 Wartberg, 2017, Internet gaming disorder in early adolescence: Associations with parental and adolescent mental health, European Psychiatry, 43, 14, 10.1016/j.eurpsy.2016.12.013 Yen, 2017, Association between Internet gaming disorder and adult attention deficit and hyperactivity disorder and their correlates: Impulsivity and hostility, Addictive behaviors, 64, 308, 10.1016/j.addbeh.2016.04.024