Abstract:
:Multiplayer Online Battle Arena (MOBA) has become one of the most popular genre of online video games played by gamers worldwide. Previous studies have exhibited that excessive engagement in games can lead to Internet Gaming Disorder (IGD). Internet Gaming Disorder has been associated with psychological disorders like impulsivity, anxiety and Attention Deficit Hyperactivity Disorder (ADHD). In this study, we propose an approach to use the game and player statistics along with self-esteem measure of a PlayerUnknown's Battlegrounds (PUBG, a MOBA game) player to predict whether he/she suffers from IGD and psychological disorders namely ADHD and Generalized Anxiety Disorder (GAD). We extract the game and player statistics of PUBG players from Asian countries and then run several state of the art supervised machine learning models to predict the occurrence of IGD, ADHD, and GAD. Initial experiments and results show that we are able to predict IGD, ADHD, and GAD with an accuracy of 93.18%, 81.81% and 84.9% respectively. Game statistics of PUBG players show strong positive correlation with IGD and ADHD indicating detrimental effects of MOBA games.
journal_name
Addict Behavjournal_title
Addictive behaviorsauthors
Aggarwal S,Saluja S,Gambhir V,Gupta S,Satia SPSdoi
10.1016/j.addbeh.2019.106132subject
Has Abstractpub_date
2020-02-01 00:00:00pages
106132eissn
0306-4603issn
1873-6327pii
S0306-4603(19)30391-0journal_volume
101pub_type
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
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doi:10.1016/j.addbeh.2006.07.003
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
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doi:10.1016/j.addbeh.2014.07.005
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2015.07.003
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journal_title:Addictive behaviors
pub_type: 杂志文章,评审
doi:10.1016/j.addbeh.2013.03.016
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2015.01.021
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journal_title:Addictive behaviors
pub_type: 杂志文章,meta分析
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journal_title:Addictive behaviors
pub_type: 杂志文章
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2017.01.021
更新日期:2017-07-01 00:00:00
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2016.05.011
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2018.10.011
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journal_title:Addictive behaviors
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journal_title:Addictive behaviors
pub_type: 杂志文章
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2016.05.004
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2008.04.019
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journal_title:Addictive behaviors
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doi:10.1016/j.addbeh.2013.08.037
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journal_title:Addictive behaviors
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doi:10.1016/0306-4603(83)90005-9
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2018.06.025
更新日期:2018-12-01 00:00:00
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2016.01.005
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journal_title:Addictive behaviors
pub_type: 杂志文章
doi:10.1016/j.addbeh.2011.08.013
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