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Personalization and Adaptation

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Serious Games

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Abstract

Computing machinery allows the creation of intelligent, personalized, adaptive systems and programs that consider the characteristics, interests, and needs of individual users and user groups. In the field of serious games, storytelling and gaming approaches are used as motivational instruments for suspenseful, engaging learning, or personalized training and healthcare. This chapter describes models and mechanisms for the development of personalized, adaptive serious games with a focus on digital educational games (DEG). First, the term adaptation is defined—both in general and in the context of games—and basic mechanisms such as the concept of flow are described. Then, player and learner models are analyzed for classification of player characteristics. For the control of serious games, adaptive storytelling and sequencing mechanisms are described. In particular, the concept of Narrative Game-based Learning Objects (NGLOBs) is presented, which considers the symbiosis of gaming, learning, and storytelling in the context of an adaptive DEG. Finally, the presented theoretical concepts, models, and mechanisms are discussed in the course of the 80Days project as a DEG best-practice example—which considers authoring, control, and evaluation aspects, and its practical implementation in 80Days using the authoring framework StoryTec.

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  • Doignon JP, Falmagne JC (1999) Knowledge Spaces, Springer Verlag, ISBN 978-3540645016. This book covers the concept of knowledge spaces and offers a mathematical foundation for knowledge assessment.

    Google Scholar 

  • Falmagne JC, Albert D, Doble C, Eppstein D, Hu X (2013) Knowledge Spaces—Applications in Education, Springer Verlag, ISBN 978-3642353284. This book covers applications and relevant theoretical results in the field of knowledge space theory, with a focus on the ALEKS system. It further provides cognitive interpretations to the combinatoric structures obtained.

    Google Scholar 

  • Russel S and Norvig P (2010) Artificial Intelligence—A Modern Approach. This book offers a comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. Further, it explains the concept of simulation in form of agent-based modeling—from simple reflex agents, model-based agents, and goal-based agents, to the more complex utility-based agents.

    Google Scholar 

  • Kickmeier-Rust MD, Albert D (2012) An Alien’s Guide to Multi-Adaptive Educational Computer Games. Santa Rosa, USA: Informing Science Press. Retrieved from http://books.google.i.e./books?id=OKZJnHKdchQC. This provides a summary of achieved results within the 80Days project. This includes tangible results as the authoring tool StoryTec, as well as mechanisms for the creation and control of adaptive digital educational games, combining the three dimensions of (adaptive) storytelling, learning, and gaming.

    Google Scholar 

  • Referring to adaptive, interactive storytelling, the International Conference on Interactive Digital Storytelling (http://icids.org/) provides a good entry point for further research. Based on the former international conferences on Virtual Storytelling (ICVS) and Technologies on Interactive Digital Storytelling and Entertainment (TIDSE), the Joint Conference on Interactive Digital Storytelling was established in 2008. Since that time, an annual conference takes place, with conference proceedings in Springer LNCS. Further, the website provides links to the Wiki on Interactive Storytelling and Narrative Theories, a publication database on Interactive Storytelling and a repository on interactive story creation (i.e., authoring tools and creation methods). This originated within the IRIS Network of Excellence on Integrated Research in Interactive Storytelling.

References

  • Abrantes SL, Gouveia LB (2011) Evaluating adoption of innovations of mobile devices and desktops within collaborative environments in a higher education context. Communications of the IBIMA, vol 2011. doi:10.5171/ 2011.341897

    Google Scholar 

  • Aristotle 330 BC (1987) The Poetics of Aristotle, translation and commentary by Stephen Halliwell. Duckworth

    Google Scholar 

  • Augustin T, Hockemeyer C, Kickmeier-Rust MD, Albert D (2011) Individualized skill assessment in digital learning games: basic definitions and mathematical formalism. IEEE Trans Learning Technol 4(2):138–148

    Article  Google Scholar 

  • Aylett, R (1999) Narrative in virtual environments—towards emergent narrative. In: AAAI symposium on narrative intelligence

    Google Scholar 

  • Balet O (2007) INSCAPE: an authoring platform for interactive storytelling. In: Cavazza M, Donikian S (eds) Proceedings of the virtual storytelling. Using virtual reality technologies for storytelling. Springer, Berlin, pp 176–177

    Chapter  Google Scholar 

  • Bartle RA (1996) Hearts, clubs, diamonds, spades: players who suit MUDs. J MUD Research 1(1):19

    Google Scholar 

  • Bellotti F, Berta R, De Gloria A, Primavera L (2009) Adaptive experience engine for serious games. IEEE Trans Comput Intell AI Games 1(4):264–280

    Article  Google Scholar 

  • Campbell J (2008) The hero with a thousand faces, 3 edn. New World Library

    Google Scholar 

  • Carron T, Marty JC (2012) Enhancement of adaptation and monitoring in game-based learning environments. student usability in educational software and games: improving experiences, p 201

    Google Scholar 

  • Cavazza M, Donikian S, Christie M, Spierling U, Szilas N, Vorderer P, Hartmann T, Klimmt C, André A, Champagnat R, Petta P, Olivier P (2008) The IRIS network of excellence: integrating research in interactive storytelling. Proceedings of interactive storytelling. Springer, Berlin, pp 14–19

    Google Scholar 

  • Cavazza M, Champagnat R, Leonardi R (2009) The IRIS network of excellence: future directions in interactive storytelling. Proceedings of the interactive storytelling. Springer, Berlin, pp p8–13

    Chapter  Google Scholar 

  • Champagnat R, Delmas G, Augeraud M (2008) A storytelling model for educational games. In: Proceedings of the first international workshop on story-telling and educational games

    Google Scholar 

  • Charles D, Black M (2004) Dynamic player modelling: a framework for player-centered digital games. In: Proceedings of the international conference on computer games: artificial intelligence, design and education, pp 29–35

    Google Scholar 

  • Charles D, McNeill M, McAlister M, Black M, Moore A, Stringer K, Kücklich J, Kerr A (2005) Player-centred game design: player modelling and adaptive digital games. In: Proceedings of the digital games research conference, vol 285

    Google Scholar 

  • Chen J (2007) Flow in games (and everything else). Commun ACM 50(4):31–34

    Article  Google Scholar 

  • Conlan O, O’Keeffe I, Hampson C, Heller J (2006) Using knowledge space theory to support learner modeling and personalization. In: Reeves T, Yamashita S (eds) Proceedings of the world conference on E-learning in corporate, government, healthcare, and higher education 2006. AACE, Chesapeake, VA, pp 1912–1919

    Google Scholar 

  • Crawford C (2004) Chris crawford on interactive storytelling. New Riders Press

    Google Scholar 

  • Cronbach LJ (1967) How can instruction be adapted to individual differences. Learning and individual differences, pp 23–39

    Google Scholar 

  • Csikszentmihalyi M (1990) Flow: the psychology of optimal experience. Harper and Row, New York, NY

    Google Scholar 

  • Doignon JP, Falmagne JC (1999b) Knowledge Spaces. Springer, Germany

    Book  MATH  Google Scholar 

  • Encarnação M (2009) On the future of serious games in science and industry. In: Proceedings of the CGames, pp 9–16

    Google Scholar 

  • Fabricatore C (2000) Learning and videogames: an unexploited synergy. Unpublished manuscript

    Google Scholar 

  • Fairclough CR, Cunningham P (2003) A multiplayer case-based story engine. In: 4th international conference intelligent games and simulation, EUROSIS

    Google Scholar 

  • Field S (1988) The screenwriter’s workbook. Dell Publishing Company, New York

    Google Scholar 

  • Figueiredo R, Brisson A, Aylett R, Paiva. (2008) Emergent stories facilitated: an architecture to generate stories using intelligent synthetic characters. In: Proceedings of the 1st international joint conf interactive digital storytelling 2008, LNCS, vol 5334. Springer, pp 218–229

    Google Scholar 

  • Freytag G (1863) Die Technik des Dramas. Verlag: S. Hirzel, 1863. 310 Seiten

    Google Scholar 

  • Fu D, Houlette R (2002) Putting AI in entertainment: an AI authoring tool for simulation and games. IEEE Intell Syst 17(4):81–84

    Article  Google Scholar 

  • Gee JP (2005) Learning by design: good video games as learning machines. E-Learning Digital Media 2(1):5–16

    MathSciNet  Google Scholar 

  • Göbel S, Malkewitz R, Becker F (2006) Story pacing in interactive storytelling. LNCS, vol 3942. Springer, p 419

    Google Scholar 

  • Göbel S, Salvatore L, Konrad R (2008) StoryTec: a digital storytelling platform for the authoring and experiencing of interactive and non-linear stories. In: automated solutions for cross media content and multi-channel distribution, 2008. AXMEDIS’08. IEEE, pp 103–110

    Google Scholar 

  • Göbel S, Mehm F, Radke S, Steinmetz R (2009) 80Days: adaptive digital storytelling for digital educational games. In: Proceedings of the 2nd international WS story-telling and educational games, vol 498, no 498

    Google Scholar 

  • Göbel S, Wendel V, Ritter C, Steinmetz R (2010) Personalized, adaptive digital educational games using narrative game-based learning objects. Entertainment for education, digital techniques and systems. Springer, Berlin, pp 438–445

    Chapter  Google Scholar 

  • Göbel S, Mehm F, Wendel V (2012) Adaptive digital storytelling for digital educational games. In: Kickmeier-Rust MD, Albert D (eds) An alien’s guide to multi-adaptive educational computer games. Informing Science Press, Santa Rosa, pp 89–104. http://books.google.at/books/about/An_Alien_s_Guide_to_Multi_Adaptive_Educa.html

  • Grasbon D, Braun N (2001) A morphological approach to interactive storytelling. In Proceedings of the CAST01, living in mixed realities. Special issue of Netzspannung. Mag Media Product Inter-media Res 337–340

    Google Scholar 

  • Heller J, Steiner C, Hockemeyer C, Albert D (2006) Competence-based knowledge structures for personalised learning. Int J E-Learning 5(1):75–88

    Google Scholar 

  • Hendrikx M, Meijer S, Van Der Velden J, Iosup A (2013) Procedural content generation for games: a survey. ACM Trans Multimedia Comput Commun Appl 9(1):1

    Article  Google Scholar 

  • Hoffmann A, Göbel S, Schneider O, Iurgel I (2005) Storytelling-based edutainment applications. E-learning and virtual science centers, pp 190–214

    Google Scholar 

  • Houlette R (2004) Player Modelling for Adaptive Games. AI Game Programming Wisdom II, pp 557–566

    Google Scholar 

  • Kaukoranta T, Smed J, Hakonen H (2003) Understanding pattern recognition methods. AI Game Programming Wisdom 2:579–589

    Google Scholar 

  • Kickmeier-Rust MD, Albert D (eds) (2012) An Alien’s guide to multi-adaptive educational computer games. Informing Science

    Google Scholar 

  • Kickmeier-Rust MD, Albert D (2012c) Educationally adaptive: balancing serious games. Intl J Comput Sci Sport 11(1):15–28

    Google Scholar 

  • Kickmeier-Rust MD, Albert D (2013) Using Hasse diagrams for competence-oriented learning analytics. In: Human-computer interaction and knowledge discovery in complex, unstructured, big data. Springer, pp 59–64

    Google Scholar 

  • Korossy K (1999) Modeling knowledge as competence and performance. Knowledge spaces: Theories, empirical research, and applications, pp 103–132

    Google Scholar 

  • Kriegel M, Aylett R (2008) Emergent narrative as a novel framework for massively collaborative authoring. Intelligent virtual agents. Springer, Berlin, pp 73–80

    Chapter  Google Scholar 

  • Law ELC, Mattheiss E, Kickmeier-Rust MD, Albert D (2010) Vicarious learning with a digital educational game: eye-tracking and survey-based evaluation. In: Leitner G, Hitz M, Holzinger A (eds) LNCS, vol 6389. Springer, Berlin, pp 471–488

    Google Scholar 

  • Laws RD (2002) Robin’s laws of good game mastering. Steve Jackson Games

    Google Scholar 

  • Lazzaro N (2004) Why we play games: four keys to more emotion without story, 2004. http://www.xeodesign.com/whyweplaygames/xeodesign_whyweplaygames.pdf. Accessed 06 Feb 2015

  • Lindley CA (2004) Narrative, game play and alternative time structures for virtual environments. In: Göbel et al (eds) Technologies for interactive digital storytelling and entertainment, LNCS, vol 3105. Springer

    Google Scholar 

  • Louchart S, Swartjes I, Kriegel M, Aylett R (2008) Purposeful authoring for emergent narrative. In: Spierling U and Szilas N (eds) Proc ICIDS 2008. Springer LNCS, vol 5334, pp 273–284

    Google Scholar 

  • Louchart S, Aylett R (2003) Solving the narrative paradox in VEs—lessons from RPGs. In: Rist T, Aylett, R and Ballin D (eds) Proceedings of the intelligent virtual agents, 4th Intl WS IVA2003, LNAI 2792. Springer, pp 244–248

    Google Scholar 

  • Louchart S, Aylett RS (2004) Narrative theory and emergent interactive narrative. Int J Continuing Eng Educ Life-long Learning (special issue on narrative in education) 14(6):506–518

    Article  Google Scholar 

  • Machado I, Paiva A, Brna P (2001) Real characters in virtual stories—promoting interactive story creation activities. LNCS 2197:127–134

    MATH  Google Scholar 

  • Mateas M, Stern A (2003) Façade: an experiment in building a fully-realized interactive drama. In: Game developers conference, game design track

    Google Scholar 

  • Mateas M, Stern A (2007) Façade, an artificial intelligence-based art/research experiment in electronic narrative. http://www.interactivestory.net/. Accessed 5 Feb 2007

  • McKee R (1997) Substance, structure, style, and the principles of screenwriting. HarperCollins, New York

    Google Scholar 

  • McKenna K, Lee S (2003) A love affair with MUDs: flow and social interaction in multi-user-dungeons. http://www.websm.org/uploadi/editor/McKenna_Sangchul_2004_MUDs_love_affair.doc. Accessed 06 Feb 2015

  • Mehm F, Göbel S, Radke S, Steinmetz R (2009) Authoring environment for story-based digital educational games. In: Proceedings of the 1st international open workshop on intelligent personalization and adaptation in digital educational games, vol 1, pp 113–124)

    Google Scholar 

  • Mehm F, Wendel V, Göbel S.Steinmetz R (2010) Bat cave: a testing and evaluation platform for digital educational games. In: Proceedings of the 3rd European conference on games based learning, pp 251–260

    Google Scholar 

  • Mehm F, Göbel S, Steinmetz R (2013) An authoring tool for educational adventure games: concept, game models and authoring processes. Intl J Game-Based Learning 3(1):63–79

    Article  Google Scholar 

  • Nandi A (2004) Frames: At the Edge and Beyond. In: Hagebolling H (ed) Interactive Dramaturgies: new approaches in multimedia content and design other information. Springer, Berlin

    Google Scholar 

  • Propp V (2010) Morphology of the Folktale, vol 9. University of Texas Press

    Google Scholar 

  • Riedl MO, Sugandh N (2008) Story planning with vignettes: toward overcoming the content production bottleneck. Interactive storytelling. Springer, Berlin, pp 168–179

    Google Scholar 

  • Ryan ML (2008) Interactive narrative, plot types, and interpersonal relations. Interactive storytelling. Springer, Berlin, pp 6–13

    Google Scholar 

  • Schwarz D, Oleggini L, Steiner CM, Stoecker M (2012) The 80Days game. Published in Kickmeier-Rust MD, Albert D (eds) (2012) An Alien’s guide to multi-adaptive educational computer games. Informing Science, pp 191–232

    Google Scholar 

  • Schell J (2008) The art of game design: a book of lenses. Taylor & Francis US

    Google Scholar 

  • Seger L (1997) Das Geheimnis guter Drehbücher. Alexander Verlag, Berlin

    Google Scholar 

  • Smith AM, Lewis C, Hullet K, Sullivan A (2011a) An inclusive view of player modeling. In: Proceedings of the 6th international conference foundations of digital games. ACM, p 301–303

    Google Scholar 

  • Smith AM, Lewis C, Hullett K, Smith G, Sullivan A (2011b) An inclusive taxonomy of player modeling. Technical report UCSC-SOE-11-13, University of California, Santa Cruz

    Google Scholar 

  • Spronck P, Ponsen M, Sprinkhuizen-Kuyper I, Postma E (2006) Adaptive game AI with dynamic scripting. Mach Learn 63(3):217–248

    Article  Google Scholar 

  • Steinmetz R, Nahrstedt K (2004) Multimedia applications. Springer

    Google Scholar 

  • Stern A (2008) Embracing the combinatorial explosion: a brief prescription for interactive story R&D. Interactive storytelling. Springer, Berlin, pp 1–5

    Google Scholar 

  • Sweetser P, Wyeth P (2005) GameFlow: a model for evaluating player enjoyment in games. Comput Entertain (CIE) 3(3):1–24

    Article  Google Scholar 

  • Szilas N (2004) Stepping into the Interactive Drama. In: Göbel et al (eds) Technologies for interactive digital storytelling and entertainment, LNCS vol 3105. Springer

    Google Scholar 

  • Tobias RB (1999) 20 Masterplots. Zweitausendeins, Frankfurt am Main

    Google Scholar 

  • Trevino LK, Webster J (1992) Flow in computer-mediated communication electronic mail and voice mail evaluation and impacts. Commun Res 19(5):539–573

    Article  Google Scholar 

  • Torrente J, Moreno-Ger P, Fernandez-Manjon B (2008) Learning models for the integration of adaptive educational games in virtual learning environments. In: Pan Z, Zhang X, El Rhalibi A, Woo W, Li Y (eds) Technologies for E-learning and digital entertainment, LNCS, vol 5093. Springer, Berlin, pp 463–474

    Chapter  Google Scholar 

  • Vassileva D, Bontchev B (2009) Adaptation engine construction based on formal rules. In: Proceedings of the international conference on computer supported education (CSEDU)

    Google Scholar 

  • Vogler C (1998) A Writer’s Journey. Mythic Structure for storytellers and Screenwriters. Wiese Productions, Studio City, California

    Google Scholar 

  • Vorderer P, Hartmann T, Klimmt C (2003) Explaining the enjoyment of playing video games: the role of competition. In: Proceedings of the 2nd international conference entertainment computing, Carnegie Mellon University, pp 1–9

    Google Scholar 

  • Westra J, van Hasselt H, Dignum F, Dignum V (2009) Adaptive serious games using agent organizations. Agents for games and simulations. Springer, Berlin, pp 206–220

    Chapter  Google Scholar 

  • Yannakakis GN, Maragoudakis M (2005) Player modeling impact on player’s entertainment in computer games. User Modeling 2005. Springer, Berlin, pp 74–78

    Chapter  Google Scholar 

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

    Article  Google Scholar 

  • Zimmermann B (2008) Pattern-basierte Prozessbeschreibung und -unterstützung: Ein Werkzeug zur Unterstützung von Prozessen zur Anpassung von E-Learning- Materialien. PhD thesis, TU Darmstadt - Elektrotechnik und Informationstechnik - Multimedia Kommunikation

    Google Scholar 

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Authors and Affiliations

  1. Technische Universität Darmstadt, Darmstadt, Germany

    Stefan Göbel & Viktor Wendel

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  1. Stefan Göbel
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  2. Viktor Wendel
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Correspondence to Stefan Göbel .

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Editors and Affiliations

  1. Dept. Design, Computer Science, Med, RheinMain University of Applied Sci, Wiesbaden, Hessen, Germany

    Ralf Dörner

  2. Technische Universität Darmstadt, Darmstadt, Germany

    Stefan Göbel

  3. LS. f. Prakt. Informatik IV, Univ. Mannheim, Mannheim, Germany

    Wolfgang Effelsberg

  4. Inst für Sportwissenschaft S1|17 112, Technische Univ Darmstadt, Darmstadt, Hessen, Germany

    Josef Wiemeyer

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Göbel, S., Wendel, V. (2016). Personalization and Adaptation. In: Dörner, R., Göbel, S., Effelsberg, W., Wiemeyer, J. (eds) Serious Games. Springer, Cham. https://doi.org/10.1007/978-3-319-40612-1_7

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