Social Network Analysis and Gaming: Survey of the Current State of Art

We report on the current state of the art of social network analysis based on the enormous datasets that exist in massive multiplayer online games and multiplayer online arena games. At least since the rise of World Of Warcraft as a massive multiplayer online game, the online gaming world is slowly becoming a center of attention for game developers and players, but there is still little analysis done on the connections between the players of a game. In this paper, an overview of what can be entailed by such an analysis is given, including a wide range of possible approaches, including classic social network analysis, or how to find a not predefined order of referral between the players. The biggest problem for this new area of research is the dynamic of connections coupled with the enormous amount of data and the unknown relations between players in their real lives and other games. But exactly these connections are crucial for serious game development. Acquiring information about the social structure behind these games can give valuable insights for developers.

[1]  Ralf Steinmetz,et al.  Collaborative Learning by Means of Multiplayer Serious Games , 2010, ICWL.

[2]  Ralf Steinmetz,et al.  Woodment: Web-Based Collaborative Multiplayer Serious Game , 2010, Trans. Edutainment.

[3]  Alexandru Iosup,et al.  Analyzing Implicit Social Networks in Multiplayer Online Games , 2014, IEEE Internet Computing.

[4]  Jean-Loup Guillaume,et al.  Fast unfolding of communities in large networks , 2008, 0803.0476.

[5]  Noshir S. Contractor,et al.  The Social Behaviors of Experts in Massive Multiplayer Online Role-Playing Games , 2009, 2009 International Conference on Computational Science and Engineering.

[6]  Sriram Subramanian,et al.  Talking about tactile experiences , 2013, CHI.

[7]  John Scott What is social network analysis , 2010 .

[8]  Martin Wetzels,et al.  Response Rate and Response Quality of Internet-Based Surveys: An Experimental Study , 2004 .

[9]  Detlef Schoder,et al.  The Evolution of Interaction Networks in Massively Multiplayer Online Games , 2010, J. Assoc. Inf. Syst..

[10]  Andrew Parker,et al.  The Hidden Power of Social Networks: Understanding How Work Really Gets Done in Organizations , 2004 .

[11]  Robert J. Moore,et al.  The life and death of online gaming communities: a look at guilds in world of warcraft , 2007, CHI.

[12]  Robert J. Moore,et al.  "Alone together?": exploring the social dynamics of massively multiplayer online games , 2006, CHI.

[13]  Nick Yee,et al.  Motivations for Play in Online Games , 2006, Cyberpsychology Behav. Soc. Netw..

[14]  Malcolm R. Parks Making Friends in Cyberspace , 1996, J. Comput. Mediat. Commun..

[15]  Tom A. B. Snijders,et al.  Introduction to stochastic actor-based models for network dynamics , 2010, Soc. Networks.

[16]  Benjamin Burroughs Facebook and FarmVille , 2014, Games Cult..

[17]  Michael Szell,et al.  Measuring social dynamics in a massive multiplayer online game , 2009, Soc. Networks.

[18]  Michael Szell,et al.  Social Dynamics in a Large-Scale Online Game , 2012, Adv. Complex Syst..

[19]  F. Heider Attitudes and cognitive organization. , 1946, The Journal of psychology.

[20]  Simon Ferrari,et al.  From Generative to Conventional Play: MOBA and League of Legends , 2013, DiGRA Conference.

[21]  Raymond M. Lee,et al.  The SAGE handbook of online research methods , 2008 .

[22]  Mark D. Griffiths,et al.  Online Data Collection from Video Game Players: Methodological Issues , 2004, Cyberpsychology Behav. Soc. Netw..

[23]  Matei Ripeanu,et al.  Branded with a scarlet "C": cheaters in a gaming social network , 2012, WWW.

[24]  Pushmeet Kohli,et al.  Colonel Blotto on Facebook: the effect of social relations on strategic interaction , 2012, WebSci '12.

[25]  Detlef Schoder,et al.  Power Structure and the Evolution of Social Networks in Massively Multiplayer Online Games , 2010, ECIS.

[26]  Alexandru Iosup,et al.  CAMEO: Enabling social networks for Massively Multiplayer Online Games through Continuous Analytics and cloud computing , 2010, 2010 9th Annual Workshop on Network and Systems Support for Games.

[27]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994 .

[28]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[29]  Adriana Iamnitchi,et al.  Cheaters in a gaming social network , 2011, PERV.

[30]  Ben Kirman,et al.  Hardcore Classification: Identifying Play Styles in Social Games Using Network Analysis , 2009, ICEC.

[31]  J. S. Mizes,et al.  Incentives for Increasing Return Rates: Magnitude Levels, Response Bias, amd Format , 1984 .

[32]  Lizhe Wang,et al.  Advances in Web-Based Learning – ICWL 2016 , 2016, Lecture Notes in Computer Science.

[33]  Andrea Lancichinetti,et al.  Community detection algorithms: a comparative analysis: invited presentation, extended abstract , 2009, VALUETOOLS.

[34]  M. Newman,et al.  Mixing Patterns and Community Structure in Networks , 2002, cond-mat/0210146.

[35]  Deidra Morrison,et al.  Utilizing Massively Multiplayer Online Games to foster collaboration and learning , 2009, 2009 Atlanta Conference on Science and Innovation Policy.

[36]  Shin-Jin Kang,et al.  Automatic player behavior analysis system using trajectory data in a massive multiplayer online game , 2012, Multimedia Tools and Applications.

[37]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[38]  Changjia Chen,et al.  Community Analysis of Social Network in MMOG , 2010, Int. J. Commun. Netw. Syst. Sci..

[39]  Chee Siang Ang,et al.  Interaction networks and patterns of guild community in massively multiplayer online games , 2011, Social Network Analysis and Mining.

[40]  P. L. Krapivsky,et al.  Social balance on networks : The dynamics of friendship and enmity , 2006 .

[41]  Hong Joo Lee,et al.  Communication, Opponents, and Clan Performance in Online Games: A Social Network Approach , 2013, Cyberpsychology Behav. Soc. Netw..

[42]  Marco Brambilla,et al.  A revenue sharing mechanism for federated search and advertising , 2012, WWW.

[43]  Cuihua Shen,et al.  Network patterns and social architecture in Massively Multiplayer Online Games: Mapping the social world of EverQuest II , 2014, New Media Soc..

[44]  Xiaopeng Zhang,et al.  Transactions on Edutainment IV , 2010, Trans. Edutainment.