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http://dx.doi.org/10.7583/JKGS.2015.15.3.177

A Study of Cheater Detection in FPS Game by using User Log Analysis  

Park, Jung Kyu (Graduate School of Information Security, Korea University)
Han, Mee Lan (Graduate School of Information Security, Korea University)
Kim, Huy Kang (Graduate School of Information Security, Korea University)
Abstract
In-game cheating by the use of unauthorized software programs has always been a big problem that they can damage in First Person Shooting games, although companies operate a variety of client security solutions in order to prevent games from the cheating attempts. This paper proposes a method for detecting cheaters in FPS games by using game log analysis in a server-side. To accomplish this, we did a comparative analysis of characteristics between cheaters and general users focused on commonly loaded logs in the game. We proposed a cheating detection model by using artificial neural network algorithm. In addition, we did the performance evaluation of the proposed model by using the real dataset used in business.
Keywords
Online Game Security; Cheating Detection; Data mining; Log Analysis;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
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1 Korea Creative Content Agency (2014 White Paper on Korea Games), http://www.kocca.kr
2 Im, Sung-Jin, and Lee, Dae-Hyun, "A Study on Cheating Patterns in Online FPS Games and their Countermeasures: By the Case of Point Blank in Indonesia.", Journal of Korea Game Society, 11.2, 81-91, 2011.   과학기술학회마을
3 Kang, Ah Reum, et al., "Online game bot detection based on party-play log analysis.", Computers & Mathematics with Applications, 65.9, 1384-1395, 2013.   DOI   ScienceOn
4 Alayed, Hashem, et al., "Behavioral-based cheating detection in online first person shooters using machine learning techniques.", Computational Intelligence in Games (CIG), 2013 IEEE Conference on. IEEE, 1-8, 2013.
5 Yoo, Dong-Young, et al., "A Study for Effectiveness of Preliminary Security Assessment on Online Game Service Domain.", Journal of the Korea Society of IT Services, 10.2, 293-308, 2011.   과학기술학회마을   DOI
6 Yu, Su-Yang, et al., "A statistical aimbot detection method for online FPS games.", Neural Networks (IJCNN), The 2012 International Joint Conference on. IEEE, 1-8, 2012.
7 Woo, Kyungmoon, et al., "What can free money tell us on the virtual black market?.", ACM SIGCOMM Computer Communication Review, 41.4, 392-393, 2011.   DOI
8 Thawonmas, Ruck, et al., "Detection of MMORPG bots based on behavior analysis.", Proceedings of the 2008 International Conference on Advances in Computer Entertainment Technology. ACM, 91-94, 2008.
9 Chen, Kuan-Ta, and Hong, Li-Wen, "User identification based on game-play activity patterns.", Proceedings of the 6th ACM SIGCOMM workshop on Network and system support for games. ACM, 7-12, 2007.
10 van Kesteren, Marlieke, et al., "A step in the right direction: Botdetection in MMORPGs using movement analysis.", Proceedings of the 21st Belgian-Dutch Conference on Artificial Intelligence. 2009.
11 Chen, Kuan-Ta, et al., "Identifying MMORPG bots: A traffic analysis approach.", EURASIP Journal on Advances in Signal Processing 2009, 3, 2009.
12 Kim, Hyungil, et al., "Detection of auto programs for MMORPGs.", AI 2005: Advances in Artificial Intelligence. Springer Berlin Heidelberg, 1281-1284, 2005.
13 Yampolskiy, Roman V., and Govindaraju, Venu, "Embedded noninteractive continuous bot detection.", Computers in Entertainment (CIE), 5.4, 7, 2008.
14 Chen, Kuan-Ta, et al., "Game bot identification based on manifold learning.", Proceedings of the 7th ACM SIGCOMM Workshop on Network and System Support for Games. ACM, 21-26, 2008.
15 Galli, Luca, et al., "A cheating detection framework for unreal tournament III: a machine learning approach.", Computational Intelligence and Games (CIG), 2011 IEEE Conference on. IEEE, 266-272, 2011.
16 Han, Mee Lan, et al., "Online Game Bot Detection in FPS Game.", Proceedings of the 18th Asia Pacific Symposium on Intelligent and Evolutionary Systems-Volume 2. Springer International Publishing, 479-491, 2015.
17 Point Blank FPS Game Information, http://www.fps-pb.com/