Personalised gaming: A motivation and overview of literature

ACM International Conference Proceeding Series

Volumn , Issue , 2012, Pages

  Bakkes, Sander ^a   Tan, Chek Tien ^a   Pisan, Yusuf ^a  

^a UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

Author keywords

adaptation; personalisation; player modelling; video games

Indexed keywords

ADAPTATION; ADAPTIVE COMPONENTS; GAME DEVELOPMENT; GAME EXPERIENCE; GENERALISATION; MULTIPLAYERS; PERSONALISATION; SCIENTIFIC LITERATURE; VIDEO GAME;

MOTIVATION; SOFTWARE DESIGN;

HUMAN COMPUTER INTERACTION;

EID: 84865328444     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2336727.2336731     Document Type: Conference Paper

References (124)

1. E. Adams and A. Rollings. Fundamentals of Game Design. Game Design and Development. Prentice Hall, Upper Saddle River, New Jersey, USA, sep 2006.
2. D. W. Aha, M. Molineaux, and M. J. V. Ponsen. Learning to win: Case-based plan selection in a real-time strategy game. In H. Muñoz-Avila and F. Ricci, editors, Proceedings of the 6th International Conference on Case-Based Reasoning (ICCBR 2005), pages 5-20. DePaul University, Chicago, Illinois, USA, 2005.
3. B. Auslander, S. Lee-Urban, C. Hogg, and H. Muñoz-Avila. Recognizing the enemy: Combining reinforcement learning with strategy selection using case-based reasoning. In K.-D. Althoff, R. Bergmann, M. Minor, and A. Hanft, editors, Proceedings of the 9th European Conference on Case-Based Reasoning (ECCBR 2008), pages 59-73. University of Trier, Trier, Germany, 2008.
4. S. C. J. Bakkes. Rapid Adaptation of Video Games AI. PhD thesis, Tilburg centre for Creative Computing (TiCC), Tilburg University, Tilburg, The Netherlands, 2010.
5. S. C. J. Bakkes, P. H. M. Spronck, and H. J. Van den Herik. Opponent modelling for case-based adaptive game AI. Entertainment Computing, 1(1):27-37, 2009.
6. S. C. J. Bakkes, P. H. M. Spronck, and H. J. Van den Herik. Rapid and reliable adaptation of video game AI. IEEE Transactions on Computational Intelligence and AI in Games, 1(2):93-104, 2009.
7. S. C. J. Bakkes, P. H. M. Spronck, and G. van Lankveld. Player behavioural modelling for video games. Entertainment Computing, 2012. Special Issue on Games and AI. 10.1016/j.entcom.2011.12.001.
8. R. Bartle. Hearts, clubs, diamonds, spades: Players who suit muds. Journal of MUD research, 1(1):19, 1996.
9. R. Baumgarten, S. Colton, and M. Morris. Combining AI methods for learning bots in a real-time strategy game. International Journal on Computer Game Technologies, 2009, 2009. Article ID 129075. Special issue on Artificial Intelligence for Computer Games.
10. M. Belinkie. Video game music: not just kid stuff. Video Game Music, 15, 1999. [Online] Available: http://www.vastdierence.com/nintendo/nsf/research/ Video%20game%20music-%20not%20just%20kid%20stuff.pdf.
11. M. Booth. The ai systems of left 4 dead. In Keynote, Fifth Artificial Intelligence and Interactive Digital Entertainment Conference (AIIDE09), 2009.
12. B. Bostan and T. Marsh. The ŚinteractiveŠof interactive storytelling: Customizing the gaming experience. Entertainment Computing-ICEC 2010, pages 472-475, 2010.
13. M. Buro and T. M. Furtak. RTS games and real-time AI research. In Proceedings of the Behavior Representation in Modeling and Simulation Conference (BRIMS), pages 34-41. Simulation Interoperability Standards Organization (SISO), Arlington, Virginia, USA, 2004.
14. C. Carver and M. Scheier. Origins and functions of positive and negative affect: A control-process view. Psychological review, 97(1):19, 1990.
15. D. Charles and M. Black. Dynamic player modeling: A framework for player-centered digital games. In Q. H. Mehdi, N. E. Gough, and D. Al-Dabass, editors, Proceedings of Computer Games: Artificial Intelligence, Design and Education (CGAIDE 2004), pages 29-35. University of Wolverhampton, Wolverhampton, UK, 2004.
16. D. Charles, A. Kerr, M. McAlister, M. McNeil, J. Kücklich, M. Black, A. Moore, and K. Stringer. Player-centred game design: Adaptive digital games. In Changing Views: Worlds in Play (DIGRA 2005 Conference), pages 103-423, 2005.
17. D. Charles, M. McNeill, M. McAlister, M. Black, A. Moore, K. Stringer, J. Kucklich, and A. Kerr. Player-centered design: Player modeling and adaptive digital games. In Proceedings of the DiGRA Conference.: Changing ViewsŮWorld in Play, pages 285-298, 2005.
18. A. Chiou and K. Wong. Player adaptive entertainment computing (paec): mechanism to model user satisfaction by using neuro linguistic programming (nlp) techniques. In Computational Intelligence and Games, 2008. CIG'08. IEEE Symposium On, pages 343-349. IEEE, 2008.
19. A. Cohen. The functions of music in multimedia: A cognitive approach. Music, mind, and science, pages 53-69, 1999.
20. B. Cousins. Elementary game design. Develop magazine, 10 2004.
21. B. Cowley, D. Charles, M. Black, and R. Hickey. User-system-experience model for user centered design in computer games. In Adaptive Hypermedia and Adaptive Web-Based Systems, pages 419-424. Springer, 2006.
22. B. Cowley, D. Charles, M. Black, and R. Hickey. Toward an understanding of flow in video games. Computers in Entertainment (CIE), 6(2):20, 2008.
23. C. Crawford. Chris Crawford on Interactive Storytelling (New Riders Games). New Riders Games, 2004.
24. N. Dansey, B. Stevens, and R. Eglin. Contextually-ambiguous pervasive games: an exploratory study. Breaking New Ground: Innovation in Games, Play, Practice and Theory. Proceedings of DiGRA 2009, 2009.
25. W. Darley and J. Lim. The effect of consumers' emotional reactions on behavioral intention: The moderating role of personal relevance and self-monitoring. Psychology and Marketing, 9(4):329-346, 1992.
26. P. Demasi and A. J. de. O. Cruz. Online coevolution for action games. International Journal of Intelligent Games and Simulation, 2(3):80-88, 2002.
27. J. Digman. Personality structure: Emergence of the five-factor model. Annual review of psychology, 41(1):417-440, 1990.
28. H. H. L. M. Donkers, J. W. H. M. Uiterwijk, and H. J. Van den Herik. Probabilistic opponent-model search. Information Sciences, 135(3-4):123-149, 2001.
29. H. H. L. M. Donkers, J. W. H. M. Uiterwijk, and H. J. Van den Herik. Admissibility in opponent-model search. Information Sciences, 154(3-4):119-140, 2003.
30. J. Dormans. Adventures in level design: Generating missions and spaces for action adventure games. In Proceedings of the Foundations of Digital Games Conference (FDG), 2010.
31. J. Dormans. Engineering emergence: applied theory for game design. PhD thesis, University of Amsterdam, Amsterdam, The Netherlands, 2012.
32. J. Dormans and S. C. J. Bakkes. Generating missions and spaces for adaptable play experiences. IEEE Transactions on Computational Intelligence and AI in Games, 3(3):216-228, sep 2011. Special Issue on Procedural Content Generation, DOI 10.1109/TCIAIG.2011.2149523.
33. J. Douglas and A. Hargadon. The pleasures of immersion and engagement: Schemas, scripts and the fifth business. Digital Creativity, 12(3):153-166, 2001.
34. M. S. El-Nasr. Interaction, narrative, and drama: Creating an adaptive interactive narrative using performance arts theories. Interaction Studies, 8(2):209-240, 2007.
35. M. Eladhari, R. Nieuwdorp, and M. Fridenfalk. The soundtrack of your mind: Mind music-adaptive audio for game characters. In Proceedings of the 2006 ACM SIGCHI international conference on Advances in computer entertainment technology, page 54. ACM, 2006.
36. A. Elo. The rating of chessplayers, past and present, volume 3. Batsford London, 1978.
37. X. Fang and F. Zhao. Personality and enjoyment of computer game play. Computers in Industry, 61(4):342-349, 2010.
38. P. Fischer, T. Greitemeyer, T. Morton, A. Kastenmüller, T. Postmes, D. Frey, J. Kubitzki, and J. Odenwälder. The racing-game effect: Why do video racing games increase risk-taking inclinations? Personality and Social Psychology Bulletin, 35(10):1395-1409, 2009.
39. P. Fischer, A. Kastenmüller, and T. Greitemeyer. Media violence and the self: The impact of personalized gaming characters in aggressive video games on aggressive behavior. Journal of Experimental Social Psychology, 46(1):192-195, 2010.
40. N. Frijda. The Emotions. Studies in Emotion and Social Interaction. Cambridge University Press, 1986.
41. J. Fürnkranz. Recent advances in machine learning and game playing. ÖGAI-Journal, 26(2):19-28, 2007.
42. A. Gabrielsson and E. Lindström. The inufluence of musical structure on emotional expression. Oxford University Press, 2001.
43. M. Glickman. The glicko system. Boston University, 1995.
44. S. Göbel, V. Wendel, C. Ritter, and R. Steinmetz. Personalized, adaptive digital educational games using narrative game-based learning objects. Entertainment for Education. Digital Techniques and Systems, pages 438-445, 2010.
45. T. Graepel and R. Herbrich. Ranking and matchmaking. Game Developer Magazine, pages 25-34, 2006. October, 2006.
46. T. Graepel, R. Herbrich, and J. Gold. Learning to fight. In Q. H. Mehdi, N. E. Gough, and D. Al-Dabass, editors, Proceedings of Computer Games: Artificial Intelligence, Design and Education (CGAIDE 2004), pages 193-200. University of Wolverhampton, Wolverhampton, UK, 2004.
47. T. Greitemeyer, M. Agthe, R. Turner, and C. Gschwendtner. Acting prosocially reduces retaliation: Effects of prosocial video games on aggressive behavior. European Journal of Social Psychology, 2012.
48. T. Greitemeyer and S. Osswald. Effects of prosocial video games on prosocial behavior. Journal of Personality and Social Psychology, 98(2):211, 2010.
49. T. Greitemeyer, S. Osswald, and M. Brauer. Playing prosocial video games increases empathy and decreases schadenfreude. Emotion, 10(6):796, 2010.
50. R. Herbrich, T. Minka, and T. Graepel. TrueskillŹ: A bayesian skill rating system. Advances in Neural Information Processing Systems, 19:569, 2007.
51. J. Hollingdale and T. Greitemeyer. The changing face of aggression: The effect of personalized avatars in a violent video game on levels of aggressive behavior. Journal of Applied Social Psychology, 2012. In press.
52. R. Houlette. Player modeling for adaptive games. In AI Game Programming Wisdom 2, pages 557-566. Charles River Media, Inc., Hingham, Massachusetts, USA, 2004.
53. R. Hunicke and V. Chapman. AI for dynamic difficulty adjustment in games. In AAAI Workshop on Challenges in Game Artificial Intelligence, pages 91-96. AAAI Press, Menlo Park, California, USA, 2004.
54. C. Izard. Emotion theory and research: Highlights, unanswered questions, and emerging issues. Annual review of psychology, 60:1, 2009.
55. R. Krekel. Interview on game on television program, 2012. #5, February 13th, 2012.
56. A. L. KRISTOF. Person-organization fit: An integrative review of its conceptualizations, measurement, and implications. Personnel Psychology, 49(1):1-49, 1996.
57. J. E. Laird and M. Van Lent. Human-level AI's killer application: Interactive computer games. AI Magazine, 22(2):15-25, 2001.
58. R. Laursen and D. Nielsen. Investigating small scale combat situations in real-time-strategy computer games. Master's thesis, Department of Computer Science, University of Aarhus, Aarhus, Denmark, 2005.
59. R. Lazarus. Emotion and adaptation. Oxford University Press, USA, 1991.
60. L. Lidén. Artificial stupidity: The art of making intentional mistakes. In S. Rabin, editor, AI Game Programming Wisdom 2, pages 41-48. Charles River Media, Inc., Hingham, Massachusetts, USA, 2004.
61. C. Lindley and C. Sennersten. Game play schemas: from player analysis to adaptive game mechanics. In Proceedings of the 2006 international conference on Game research and development, pages 47-53. Murdoch University, 2006.
62. D. Livingstone and D. Charles. Intelligent interfaces for digital games. In D. Fu, S. Henke, , and J. Orkin, editors, Proceedings of the AAAI-04 Workshop on Challenges in Game Artificial Intelligence, pages 6-10, 2004.
63. S. Livingstone and A. Brown. Dynamic response: real-time adaptation for music emotion. In Proceedings of the second Australasian conference on Interactive entertainment, pages 105-111. Creativity & Cognition Studios Press, 2005.
64. R. Lopes and R. Bidarra. Adaptivity challenges in games and simulations: a survey. Computational Intelligence and AI in Games, IEEE Transactions on, 3(2):85-99, 2011.
65. C. Lutz. Unnatural emotions: everyday sentiments on a Micronesian atoll & their challenge to western theory. University of Chicago Press, 1988.
66. S. Mahamad, E. Mazlan, R. Kasbon, K. Khalid, and N. Rusdi. Personalised mobile picture puzzle. World Academy of Science, Engineering and Technology, 25:233-238, 2007.
67. G. Mandler. Mind and body: Psychology of emotion and stress. WW Norton New York, 1984.
68. L. Manovich. The Language of New Media. MIT Press, Cambridge, Massachusetts, USA, 2002.
69. M. Mateas and A. Stern. Procedural authorship: A case-study of the interactive drama Façade. Digital Arts and Culture (DAC), 2005.
70. R. McCrae and P. Costa Jr. Personality trait structure as a human universal. American Psychologist; American Psychologist, 52(5):509, 1997.
71. B. Medler. Using recommendation systems to adapt gameplay. International Journal of Gaming and Computer-Mediated Simulations, 1(3):2009, 2009.
72. I. Millington. Artificial Intelligence for Games. Morgan Kaufmann Publishers, San Francisco, California, USA, 2006.
73. P. D. Molyneux. The future of game AI - Lecture. Imperial College London, London, UK, 2006. October 4, 2006.
74. L. Nacke, M. Grimshaw, and C. Lindley. More than a feeling: Measurement of sonic user experience and psychophysiology in a first-person shooter game. Interacting with Computers, 22(5):336-343, 2010.
75. M. Nelson and M. Mateas. Towards automated game design. AI* IA 2007: Artificial Intelligence and Human-Oriented Computing, pages 626-637, 2007.
76. J. K. Olesen, G. N. Yannakakis, and J. Hallam. Real-time challenge balance in an RTS game using rtNEAT. In P. Hingston and L. Barone, editors, Proceedings of the IEEE 2008 Symposium on Computational Intelligence and Games (CIG'08), pages 87-94, 2008.
77. B. Parkinson. Emotions are social. British journal of psychology, 87(4):663-683, 1996.
78. C. Pedersen, J. Togelius, and G. N. Yannakakis. Modeling Player Experience for Content Creation. IEEE Transactions on Computational Intelligence and AI in Games, 1(2):121-133, 2009.
79. N. Peirce, O. Conlan, and V. Wade. Adaptive educational games: Providing non-invasive personalised learning experiences. In Digital Games and Intelligent Toys Based Education, 2008 Second IEEE International Conference on, pages 28-35. Ieee, 2008.
80. N. Peirce and V. Wade. Personalised learning for casual games: The'language trap'online language learning game. In 4th European Conference on Game Based Learning (ECGBL), Copenhagen, Denmark, pages 21-22, 2010.
81. R. Petty and J. Cacioppo. Issue involvement can increase or decrease persuasion by enhancing message-relevant cognitive responses. Journal of personality and social psychology, 37(10):1915, 1979.
82. R. Petty, J. Cacioppo, and D. Schumann. Central and peripheral routes to advertising effectiveness: The moderating role of involvement. Journal of consumer research, pages 135-146, 1983.
83. M. Pignatiello, C. Camp, and L. Rasar. Musical mood induction: An alternative to the velten technique. Journal of Abnormal Psychology, 95(3):295-297, 1986.
84. S. Rabin. Preface. In S. Rabin, editor, AI Game Programming Wisdom 4, pages ix-xi. Charles River Media, Inc., Hingham, Massachusetts, USA, 2008.
85. M. Riedl. Scalable personalization of interactive experiences through creative automation. Computers in Entertainment (CIE), 8(4):26, 2010.
86. M. Riedl and A. Stern. Believable agents and intelligent story adaptation for interactive storytelling. Technologies for Interactive Digital Storytelling and Entertainment, pages 1-12, 2006.
87. M. Riedl, D. Thue, and V. Bulitko. Game AI as storytelling. Artificial Intelligence for Computer Games, 125, 2011.
88. M. Rosaldo. Toward an anthropology of self and feeling. Culture theory: Essays on mind, self, and emotion, 1984.
89. M. Ryan. Narrative as virtual reality: Immersion and interactivity in literature and electronic media. Johns Hopkins University Press Baltimore, MD, USA, 2001.
90. K. Salen and E. Zimmerman. Rules of play: Game design fundamentals. The MIT Press, 2004.
91. B. Schmidt. Designing sound tracks for coin-op games or computer music for under $65.00. In Proceedings of the 1989 International Computer Music Conference, pages 273-276. Ann Arbor, MI: MPublishing, University of Michigan Library, 1989.
92. B. Schouten, R. Tieben, A. Ven, and D. Schouten. Human behavior analysis in ambient gaming and playful interaction. Computer Analysis of Human Behavior, pages 387-403, 2011.
93. S. Schreurs. The road to adaptive gameplay. Master's thesis, Tilburg University, 2011.
94. B. Scott. The illusion of intelligence. In S. Rabin, editor, AI Game Programming Wisdom, pages 16-20. Charles River Media, Inc., Hingham, Massachusetts, USA, 2002.
95. M. Sharma, M. Holmes, J. Santamaria, A. Irani, C. Isbell, and A. Ram. Transfer learning in real-time strategy games using hybrid CBR/RL. In M. M. Veloso, editor, Proceedings of the 20th International Joint Conference on Artificial Intelligence (IJCAI 2007), pages 1041-1046. AAAI Press, Menlo Park, California, USA, 2007.
96. M. Sharma, M. Mehta, S. Ontanón, and A. Ram. Player modeling evaluation for interactive fiction. In Proceedings of the AIIDE 2007 Workshop on Optimizing Player Satisfaction, pages 19-24, 2007.
97. A. M. Smith, C. Lewis, K. Hullet, G. Smith, and A. Sullivan. An inclusive view of player modeling, 2011. In Proceedings of the 2011 International Conference on the Foundations of Digital Games (FDG 2011).
98. G. Smith, M. Treanor, J. Whitehead, and M. Mateas. Rhythm-based level generation for 2D platformers. In Proceedings of the 2009 International Conference on the Foundations of Digital Games, Orlando, FL, pages 175-182, 2009.
99. P. H. M. Spronck. Adaptive Game AI. PhD thesis, Faculty of Humanities and Sciences, Maastricht University, Maastricht, The Netherlands, 2005.
100. P. H. M. Spronck, I. G. Sprinkhuizen-Kuyper, and E. O. Postma. Difficulty scaling of game AI. In A. E. Rhalibi and D. Van Welden, editors, Proceedings of the 5th International Conference on Intelligent Games and Simulation (GAMEON'2004), pages 33-37. EUROSIS-ETI, Ghent University, Ghent, Belgium, 2004.
101. P. H. M. Spronck, I. G. Sprinkhuizen-Kuyper, and E. O. Postma. Online adaptation of game opponent AI with dynamic scripting. International Journal of Intelligent Games and Simulation, 3(1):45-53, 2004.
102. A. Stern. Ai beyond computer games. In AAAI AI and Interactive Entertainment Spring Symposium 2000, 1999.
103. J. Stewart. Different approaches to implementating player centered game design: A comparison study, 2007. Bachelor's thesis, Murdoch University, Mount Hawthorn, Australia.
104. S. Sundar. Social psychology of interactivity in human-website interaction. The Oxford handbook of Internet psychology, pages 89-104, 2007.
105. J. Sykes and M. Federoff. Player-centred game design. In CHI'06 extended abstracts on Human factors in computing systems, pages 1731-1734. ACM, 2006.
106. J. Tanenbaum. Imagining new design spaces for interactive digital storytelling. Interactive Storytelling, pages 261-271, 2011.
107. J. Tanenbaum and A. Tomizu. Affective interaction design and narrative presentation. In AAAI 2007 Fall Symposium on Intelligent Narrative Technologies, 2007.
108. J. Tanenbaum and A. Tomizu. Narrative meaning creation in interactive storytelling. International Journal of Computational Science, 2(1), 2008.
109. L. N. Taylor. Video games: Perspective, point-of-view, and immersion. Master's thesis, Graduate Art School, University of Florida, Gainesville, Florida, USA, 2002.
110. C. Teng. Customization, immersion satisfaction, and online gamer loyalty. Computers in Human Behavior, 26(6):1547-1554, 2010.
111. D. Thue, V. Bulitko, M. Spetch, and E. Wasylishen. Interactive storytelling: A player modelling approach. In Artificial Intelligence and Interactive Digital Entertainment conference, Stanford, CA, pages 43-48, 2007.
112. D. J. Thue, V. Bulitko, and M. Spetch. Player modeling for interactive storytelling: A practical approach. In S. Rabin, editor, AI Game Programming Wisdom 4, pages 633-646. Charles River Media, Inc., Hingham, Massachusetts, USA, 2008.
113. J. Togelius, R. De Nardi, and S. Lucas. Towards automatic personalised content creation for racing games. In Computational Intelligence and Games, 2007. CIG 2007. IEEE Symposium on, pages 252-259. IEEE, 2007.
114. J. Togelius, M. Preuss, and G. N. Yannakakis. Towards multiobjective procedural map generation. In Proceedings of the 2010 International Conference on the Foundations of Digital Games, Monterey, CA, page #3, 2010.
115. S. Turkay and S. Adinolf. Free to be me: a survey study on customization with world of warcraft and city of heroes/villains players. Procedia-Social and Behavioral Sciences, 2(2):1840-1845, 2010.
116. H. J. Van den Herik, H. H. L. M. Donkers, and P. H. M. Spronck. Opponent modelling and commercial games. In G. Kendall and S. Lucas, editors, Proceedings of the IEEE 2005 Symposium on Computational Intelligence and Games (CIG'05), pages 15-25, 2005.
117. G. Van Lankveld, P. H. M. Spronck, and H. J. Van den Herik. Incongruity-based adaptive game balancing. In H. J. Van den Herik and P. H. M. Spronck, editors, Proceedings of the 12th Advances in Computer Games conference (ACG12), pages 208-220, 2009.
118. Z. Whalen. Play along-an approach to videogame music. Game Studies, 4(1), 2004.
119. G. N. Yannakakis. How to model and augment player satisfaction: A review. In K. Berkling, D. Giuliani, and A. Potamianos, editors, Proceedings of the 1st Workshop on Child, Computer and Interaction (ICMI'08 post-conference workshop), page (Invited paper). ACM Press, Montreal, Canada, oct 2008.
120. G. N. Yannakakis and J. Hallam. Towards optimizing entertainment in computer games. Applied Artificial Intelligence, 21(10):933-971, 2007.
121. G. N. Yannakakis, M. Maragoudakis, and J. Hallam. Preference learning for cognitive modeling: a case study on entertainment preferences. IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans, 39(6):1165-1175, 2009.
122. G. N. Yannakakis and J. Togelius. Experience-driven procedural content generation. Affective Computing, IEEE Transactions on, 2(3):147-161, 2011.
123. N. Yee. Motivations for play in online games. CyberPsychology & Behavior, 9(6):772-775, 2006.
124. D. Zad, M. Angelides, and H. Agius. Personalise your massively multiplayer online game (mmog) with artemis. Multimedia Systems, pages 1-26, 2012.