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Psychological Player Profiling with Action Patterns

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Gamer Psychology and Behavior

Abstract

Profiling aims to deliver personalized content to each player, fitting his or her preferences. Although the aim of profiling and the techniques used for the profiling process vary, the governing idea is to monitor user choices/actions in an environment and compare/process these choices with hypothesized profiles to understand his/her preferences. In this article, our aim is to define patterns (sequence of player actions) that can be matched with player profiles using pattern–motivation pairings. The real-time profiling technique intends to adapt to the psychology of the player by rapidly matching patterns. In this regard, four different types of patterns have been developed for an interactive storytelling project.

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References

  • Barber H, Kudenko D (2008) Generation of Dilemma-based interactive narratives with a changeable story goal. In: Proceedings of second international conference on intelligent technologies for interactive entertainment (INTETAIN)

    Google Scholar 

  • Bartle RA (2004) Designing virtual worlds. New Riders, Indianapolis

    Google Scholar 

  • Bates J (1992) Virtual reality, art, and entertainment. Presence 1(1):133–138

    Article  Google Scholar 

  • Beal CR, Beck J, Westbrook D, Atkin M, Cohen P (2002) Intelligent modeling of the user in interactive entertainment. In: Proceedings of the AAAI spring symposium

    Google Scholar 

  • Berridge KC (2001) Reward learning: reinforcement, incentives and expectations. In: Medin DL (ed) Psychology of learning and motivation, vol 40., pp 223–278

    Google Scholar 

  • Bostan B (2009) Player motivations: a psychological perspective. ACM Comput Entertain 7(2). http://dl.acm.org/citation.cfm?doid=1541895.1541902

    Google Scholar 

  • Bostan B (2010) A motivational framework for analyzing player and virtual agent behavior. Entertain Comput 1(3–4):139–146. doi:10.1016/j.entcom.2010.09.002

    Article  MathSciNet  Google Scholar 

  • Bostan B, Kaplancali U (2009) Explorations in player motivations: game mechanics. In: Proceedings of GAMEON 2009, DĂĽsseldorf, Germany

    Google Scholar 

  • Bostan B, Kaplancali U (2010) Explorations in player motivations: game mods. In: Proceedings of GAMEON-ASIA 2010, Shanghai, China

    Google Scholar 

  • Bostan B, Marsh T (2012) Fundamentals of interactive storytelling. Acad J Inform Technol 3(8):19–42, www.ajit-e.org/download_pdf.php?id=46&f=46_rev1.pdf&gt

    Google Scholar 

  • Bradley K, Rafter R, Smyth B (2000) Case-based user profiling for content personalisation. In: International conference on adaptive hypermedia and adaptive web-based systems (AH2000)

    Google Scholar 

  • Cavazza M, Charles F, Mead SJ (2002) Interacting with virtual characters in interactive storytelling. In: Proceedings of the first ACM joint conference on autonomous agents and multiagent systems, Bologna, Italy, pp 318–325

    Google Scholar 

  • Dena C (2008) Emerging participatory culture practices: player-created tiers in alternate reality games. Convergence 14:41–57

    Google Scholar 

  • El-Nasr MS (2007) Interaction, narrative, and drama creating an adaptive interactive narrative using performance arts theories. Interact Stud 8(2):209–240

    Article  Google Scholar 

  • Fawcett T, Provost F (1996) Combining data mining and machine learning for effective user profiling. In: Proceedings of the 2nd International conference on knowledge discovery and data mining

    Google Scholar 

  • Heckhausen J, Heckhausen H (2005) Motivation and action. Cambridge University Press, Cambridge

    Google Scholar 

  • Ines DL, Abdelkader G (2011) Facebook games: between social and personal aspects. Int J Comp Inform Syst Ind Manage Appl 3:713–723

    Google Scholar 

  • Kelso M, Weyhrauch P, Bates J (1993) Dramatic presence. Presence 2(1):1–15

    Article  Google Scholar 

  • Lashkari Y, Metral M, Maes P (1994) Collaborative interface agents. In: Proceedings of the Twelfth national conference on artificial intelligence

    Google Scholar 

  • Magerko B (2005) Story representation and interactive drama. In: Proceedings of the 1st conference on artificial intelligence and interactive digital entertainment

    Google Scholar 

  • Malone TW, Lepper MR (1987) Making learning fun: a taxonomy of intrinsic motivations for learning. In: Snow RE, Farr MJ (eds) Conative and affective process analyses. Lawrence Erlbaum, Hillsdale

    Google Scholar 

  • Mateas M (1997) An Oz-centric review of interactive drama and believable agents. In: AI today: recent trends and developments. Lecture notes in artificial intelligence, vol 1600. pp 297–328

    Google Scholar 

  • Mateas M (2000) A neo-Aristotelian theory of interactive drama. In: Proceedings of AAAI spring symposium on AI and interactive entertainment

    Google Scholar 

  • Mateas M, Stern A (2001) Interactive drama. A Thesis Proposal’, Ph.D. Thesis, Carnegie Mellon University, Pittsburgh

    Google Scholar 

  • Mulligan J, Patrovsky B (2003) Developing online games. An insider's guide. New Riders, Indianapolis

    Google Scholar 

  • Murray HA (1938) Explorations in personality. Oxford University Press, New York

    Google Scholar 

  • Nebel I, Smith B, Paschke R (2003) A user profiling component with the aid of user ontologies. In: Workshop learning—teaching—knowledge—adaptivity (LLWA 03), Karlsruhe

    Google Scholar 

  • Peinado F, Gervás P (2007) Automatic direction of automatic storytelling: formalizing the game master paradigm. In: Proceedings of the 4th international conference on virtual storytelling: using virtual reality technologies for storytelling (ICVS)

    Google Scholar 

  • Pohjola M (2004) Autonomous identities: immersion as a tool for exploring, empowering and emancipating identities. In: Montola M, Stenros J (eds) Beyond role and play: tools, toys and theory for harnessing the imagination. Ropecon Ry, Helsinki, pp 81–96

    Google Scholar 

  • Reiss S (2004) Multifaceted nature of intrinsic motivation: the theory of 16 basic desires. Rev Gen Psychol 8(3):179–193

    Article  Google Scholar 

  • Salen K, Zimmerman E (2003) Rules of play: game design fundamentals. MIT, Cambridge

    Google Scholar 

  • Schiaffino SN, Amandi A (2000) User profiling with case-based reasoning and Bayesian networks. In: IBERAMIA-SBIA 2000 open discussion track, pp 12–21

    Google Scholar 

  • Sweetser P, Wyeth P (2005) GameFlow: a model for evaluating player enjoyment in games. ACM Comput Entertain 3(3). http://dl.acm.org/citation.cfm?doid=1077246.1077253

    Google Scholar 

  • Szilas N (2003) IDTension: a narrative engine for interactive drama. In: Proceedings of the technologies for interactive digital storytelling and entertainment (TIDSE) conference, pp 187–203

    Google Scholar 

  • Thue D, Bulitko V, Spetch M, Wasylishen E (2007) Interactive storytelling: a player modelling approach. In: Proceedings of artificial intelligence and interactive digital entertainment conference (AIIDE), Stanford, California, pp 43–48

    Google Scholar 

  • Waszkiewicz P, Cunningham P, Byrne C (1999) Case-based user profiling in a personal travel assistant. In: User modeling: proceedings of the 7th international conference, pp 323–325

    Google Scholar 

  • Yee N (2006) Motivations of play in online games. Cyberpsychol Behav 9(6):772–775

    Article  Google Scholar 

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Correspondence to Barbaros Bostan Ph.D. .

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Bostan, B., Sahin, G. (2016). Psychological Player Profiling with Action Patterns. In: Bostan, B. (eds) Gamer Psychology and Behavior. International Series on Computer Entertainment and Media Technology. Springer, Cham. https://doi.org/10.1007/978-3-319-29904-4_6

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  • DOI: https://doi.org/10.1007/978-3-319-29904-4_6

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-29903-7

  • Online ISBN: 978-3-319-29904-4

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