Chengyu Jin, Mohd Anuaruddin Bin Ahmadon, S. Yamaguchi
{"title":"A Method of Distinguishing Abnormal Player Based on Steam User Profile for Game Disorder Risk Analysis","authors":"Chengyu Jin, Mohd Anuaruddin Bin Ahmadon, S. Yamaguchi","doi":"10.1109/ICIET56899.2023.10111303","DOIUrl":null,"url":null,"abstract":"In this paper, we proposed a rating index to determine the game-disorder risk of a game based on game attributes and player attributes. We collected 24,950 active user profile data for 20 games from a popular game platform called Steam. Using an unsupervised machine learning clustering approach -DBSCAN and game-disorder prevalence index as its threshold, we found that the game-disorder risk is not concerned with their popularity. However, it has more relation to game features such as \"Open World\", \"Action\" and \"Multiplayer\".","PeriodicalId":332586,"journal":{"name":"2023 11th International Conference on Information and Education Technology (ICIET)","volume":"128 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 11th International Conference on Information and Education Technology (ICIET)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIET56899.2023.10111303","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In this paper, we proposed a rating index to determine the game-disorder risk of a game based on game attributes and player attributes. We collected 24,950 active user profile data for 20 games from a popular game platform called Steam. Using an unsupervised machine learning clustering approach -DBSCAN and game-disorder prevalence index as its threshold, we found that the game-disorder risk is not concerned with their popularity. However, it has more relation to game features such as "Open World", "Action" and "Multiplayer".
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