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2016 | OriginalPaper | Buchkapitel

Integrating and Inspecting Combined Behavioral Profiling and Social Network Models in Destiny

verfasst von : André Rattinger, Günter Wallner, Anders Drachen, Johanna Pirker, Rafet Sifa

Erschienen in: Entertainment Computing - ICEC 2016

Verlag: Springer International Publishing

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Abstract

In this paper two key venues of investigation in game analytics are combined: behavioral profiling and social network analysis. Both venues of research are well developed but combined they permit pattern evaluation across player performance and networks. Here, competitive networks covering almost 3.5 million players of the hybrid online shooter game Destiny are developed and combined with behavioral profiles based on match performance metrics and defined using archetypal analysis. The profiles are embedded in the networks along with other performance indicators for Destiny players. The social behavior of different archetypes is described. Network visualizations are presented which target the problem of making dense networked results actionable.

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Adele Cutler, L.B.: Archetypal analysis. Technometrics 36(4), 338–347 (1994)MathSciNetCrossRefMATH

Bauckhage, C., Drachen, A., Sifa, R.: Clustering game behavior data. IEEE Trans. Comput. Intell. AI Games 7(3), 266–278 (2015)CrossRef

Bauckhage, C., Sifa, R., Drachen, A., Thurau, C., Hadiji, F.: Beyond heatmaps: spatio-temporal clustering using behavior-based partitioning of game levels. In: IEEE Conference on Computational Intelligence and Games, pp. 1–8 (2014)

Bauckhage, C., Thurau, C.: Making Archetypal analysis practical. In: Denzler, J., Notni, G., Süße, H. (eds.) DAGM 2009. LNCS, vol. 5748, pp. 272–281. Springer, Heidelberg (2009)CrossRef

van de Bovenkamp, R., Shen, S., Iosup, A., Kuipers, F.: Understanding and recommending play relationships in online social gaming. In: Fifth International Conference on Communication Systems and Networks (COMSNETS), pp. 1–10 (2013)

Cleveland, W.S.: Visualizing Data. Hobart Press, Summit (1993)

Correa, C.D., Ma, K.L.: Visualizing social networks. In: Aggarwal, C.C. (ed.) Social Network Data Analytics, pp. 307–326. Springer, US (2011)CrossRef

Drachen, A., Sifa, R., Bauckhage, C., Thurau, C.: Guns, swords and data: clustering of player behavior in computer games in the wild. In: IEEE Conference on Computational Intelligence and Games, pp. 163–170 (2012)

Drachen, A., Schubert, M.: Spatial game analytics. In: Seif El-Nasr, M., Drachen, A., Canossa, A. (eds.) Game Analytics: Maximizing the Value of Player Data, pp. 365–402. Springer, London (2013)

10.

Drachen, A., Thurau, C., Sifa, R., Bauckhage, C.: A comparison of methods for player clustering via behavioral telemetry. In: Proceedings of the FDG, pp. 245–252 (2013)

11.

Drachen, A., Thurau, C., Togelius, J., Yannakakis, G.N., Bauckhage, C.: Game data mining. In: Seif El-Nasr, M., Drachen, A., Canossa, A. (eds.) Game Analytics: Maximizing the Value of Player Data, pp. 205–253. Springer, London (2013)

12.

Freeman, L.C.: Visualizing social networks. J. Soc. Struct. 1, 1–15 (2000)MathSciNet

13.

Jia, A.L., Shen, S., Bovenkamp, R.V.D., Iosup, A., Kuipers, F., Epema, D.H.J.: Socializing by gaming: Revealing social relationships in multiplayer online games. ACM Trans. Knowl. Discov. Data 10(2), 11:1–11:29 (2015)CrossRef

14.

Kruskal, J.B., Wish, M.: Multidimensional Scaling. Sage Publications, Beverly Hills (1978)CrossRef

15.

Lim, C.U., Harrell, D.F.: Revealing social identity phenomena in videogames with archetypal analysis. In: Proceedings of AISB Symposium on AI and Games (2015)

16.

Losup, A., van de Bovenkamp, R., Shen, S., Jia, A.L., Kuipers, F.: Implicit social networks in multiplayer online games. IEEE Internet Comp. 18(3), 36–44 (2014)CrossRef

17.

Normoyle, A., Jensen, S.T.: Bayesian clustering of player styles for multiplayer games. In: Proceedings of the AAAI, pp. 163–169 (2015)

18.

Seif El-Nasr, M., Drachen, A., Canossa, A. (eds.): Game Analytics - Maximizing the Value of Player Data. Springer, London (2013)

19.

Sifa, R., Bauckhage, C.: Archetypical motion: Supervised game behavior learning with archetypal analysis. In: IEEE Conference on Computational Intelligence in Games, pp. 1–8 (2013)

20.

Sifa, R., Drachen, A., Bauckhage, C., Thurau, C., Canossa, A.: Behavior evolution in tomb raider underworld. In: IEEE Conference on Computational Intelligence in Games, pp. 1–8 (2013)

21.

Sifa, R., Bauckhage, C., Drachen, A.: Archetypal game recommender systems. In: Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, pp. 45–56 (2014)

22.

Sifa, R., Drachen, A., Bauckhage, C.: Large-scale cross-game player behavior analysis on steam. In: Proceedings of the AIIDE, pp. 198–204 (2015)

23.

Thawonmas, R., Iizuka, K.: Visualization of online-game players based on their action behaviors. Int. J. Comput. Games Technol. 2008, 5:1–5:9 (2008)CrossRef

24.

Thurau, C., Bauckhage, C.: Analyzing the evolution of social groups in World of Warcraft. In: IEEE Conference on Computational Intelligence and Games, pp. 170–177 (2010)

25.

Thurau, C., Kersting, K., Bauckhage, C.: Yes we can: simplex volume maximization for descriptive web-scale matrix factorization. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, CIKM 2010, pp. 1785–1788. ACM (2010)

26.

Wallner, G., Kriglstein, S.: An introduction to gameplay data visualization. In: Lankoski, P., Björk, S. (eds.) Game Research Methods, pp. 231–250. ETC (2015)

27.

Yee, N.: The demographics, motivations, and derived experiences of users of massively multi-user online graphical environments. Presence: Teleoper. Virtual Environ. 15(3), 309–329 (2006)CrossRef

Titel: Integrating and Inspecting Combined Behavioral Profiling and Social Network Models in Destiny
verfasst von: André Rattinger
Günter Wallner
Anders Drachen
Johanna Pirker
Rafet Sifa
Verlag: Springer International Publishing
Buch: Entertainment Computing - ICEC 2016
Print ISBN: 978-3-319-46099-4

Electronic ISBN: 978-3-319-46100-7

Copyright-Jahr: 2016
DOI: https://doi.org/10.1007/978-3-319-46100-7_7

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