Advanced SearchSearch Tips
Detecting malicious behaviors in MMORPG by applying motivation theory
facebook(new window)  Pirnt(new window) E-mail(new window) Excel Download
  • Journal title : Journal of Korea Game Society
  • Volume 15, Issue 4,  2015, pp.69-78
  • Publisher : Korea Game Society
  • DOI : 10.7583/JKGS.2015.15.4.69
 Title & Authors
Detecting malicious behaviors in MMORPG by applying motivation theory
Lee, Jae-hyuk; Kang, Sung Wook; Kim, Huy Kang;
  PDF(new window)
As the online game industry has been growing rapidly, more and more malicious activities to gain economic benefits have been reported as well. Game bot is one of the biggest problems in the online game industry. So we proposed a bot detection method based on the ERG theory of motivation for the first time. Most of the previous studies focused on behavior-based detection by monitoring patterns of the specific actions. In this paper, we applied the motivation theory to analyze user behaviors on a real game dataset. The result shows that normal users in the game followed the ERG theory of motivation in the same way as it works in real world. But in the case of game bots, the theory could not be applied because the game bot has specific reasons, unlike normal game users. We applied the ERG theory to users to distinguish game bot users from normal users. We detected the game bot with high accuracy of 99.78% by applying the theory.
Online Game Security;ERG Theory;Bot;Motivation Theory;
 Cited by
Y.J Choi, S.J Jang, Y.J Kim, H.J Lee "Game bot countermeasure technology trends for multi-players in online games" Electronics and Telecommunications Trends, vol. 29, no. 1, pp.83-92, 2014

Hwa Jae Choi, Jiyoung Woo, Huy Kang Kim "Online game identity theft detection model based on hacker's behavior," Journal of Korea Game Society, vol. 11, no. 6, pp.81-93, 2011.

Sang Won Lee, Huy Kang Kim, Eun Jin Kim "A study on countermeasures for personal data breach and security threats of social network game" Journal of Korea Game Society, vol. 15, no. 1, pp.77-88, 2015. crossref(new window)

Davis, R., "Welcome to the new gold mines," The Guardian.,, Mar. 2009.

Ah Reum Kang, Jiyoung Woo, Juyong Park, Huy Kang Kim "User behavior analysis for online game bot detection," Journal of The Korea Institute of Information Security & Cryptology, vol. 22, no. 2, pp. 225-238, Apr. 2012.

H. Kim, S. Hong, and J. Kim, "Detection of auto programs for MMORPGs," Computer Science, vol 3809, pp. 1281-1284, 2005.

S. Gianvecchio, Z. Wn, M. Xie, and H.Wang, "Battle of botcraft: fighting bots in online games with human observa-tional proofs," Computer and Communications Security, pp. 256-268, Nov. 2009.

S. Mitterhofer, C. Platzer, C. Kruegel, and E. Kirda, "Server-side bot detection in massively multiplayer online games," IEEE Security & Privacy, vol. 7, no. 3, pp. 29-36, May 2009.

R. Thawonmas, M. Kurashige, and K.T.Chen, "Detection of landmarks for clus-tering of online-game players," International Journal of Virtual Reality, vol. 6, no. 3, pp. 11-16, 2007.

P. Golle and N. Ducheneaut, "Preventing bots form playing online games," Computers in Entertainment, vol. 3, no. 3, pp. 3-3, July 2005.

R.V. Yampolskiy and V. Govindaraju, "Embedded noninteractive continuous bot detection," computers in Entertain-ment, vol. 5, no. 4, pp.1-11, Mar. 2008.

Kuan-Ta Chen, Andrew Liao, Hsing-Kuo Kenneth Pao, Hao-Hua Chu, "Game bot detection based on avatar trajectory," Entertainment Computing-ICEC, pp.94-105, 2008.

Hye-Wuk Jung, Sang-Hyun Park, Sung-Woo Bang, "Game behavior pattern modeling for bots(auto program) detection," Journal of Korea Game Society, vol. 9, no. 5, pp.53-61.

M. Varvello and G.M. Voelker, "Second life: a social network of humans and bots," Network and Operating Systems Support for Digital Audio and Video, ACM, pp. 9-14, June 2010.

Maslow. A. H, "A theory of human motivation," Psychological Review, vol. 50(4), pp.370-396, Jul 1943. crossref(new window)

Miryum Chung, "A Study on the order of healing environment elements of nursing homes by maslow's hierarchy of needs," Journal of the korean institute of interior design, vol. 21, pp.240-247, Feb 2012.

Clayton. P. Alderfer, "An empirical test of a new theory of human needs," Journal of applied psychology, vol. 4, lssue 2, pp. 142-175, May 1969.

F. Herzberg, B. Mausner, B. Bloch, Snyderman, "The motivation to work," Wiley, New York, 1959