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Affective level design for a role-playing videogame evaluated by a brain–computer interface and machine learning methods

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Abstract

Game science has become a research field, which attracts industry attention due to a worldwide rich sell-market. To understand the player experience, concepts like flow or boredom mental states require formalization and empirical investigation, taking advantage of the objective data that psychophysiological methods like electroencephalography (EEG) can provide. This work studies the affective ludology and shows two different game levels for Neverwinter Nights 2 developed with the aim to manipulate emotions; two sets of affective design guidelines are presented, with a rigorous formalization that considers the characteristics of role-playing genre and its specific gameplay. An empirical investigation with a brain–computer interface headset has been conducted: by extracting numerical data features, machine learning techniques classify the different activities of the gaming sessions (task and events) to verify if their design differentiation coincides with the affective one. The observed results, also supported by subjective questionnaires data, confirm the goodness of the proposed guidelines, suggesting that this evaluation methodology could be extended to other evaluation tasks.

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References

  1. Gee, J.P.: Learning and games. Ecol. Games Connect. Youth Games Learn. 3, 21–40 (2008)

    Google Scholar 

  2. Craigh, L.: Game taxonomies: a high level framework for game analysis and design. Gamasutra (2003)

  3. Gonzalo, F.: Ludologists love stories, too: notes from a debate that never took place. In: Proceedings of the 2003 DiGRA International Conference (2014)

  4. Csikszentmihalyi, M.: Does being human matter? On some interpretive problems of comparative ludology. Behav. Brain Sci. 5(3), 160–160 (1982)

    Article  Google Scholar 

  5. Bergervoet, E.J., Sluis, F., Dijk, E.M.A.G., Nijholt, A.: Bombs, fish, and coral reefs. Vis. Comput. 29(2), 99–110 (2012)

    Article  Google Scholar 

  6. Kallergi, A., Verbeek, F.J.: Video games for collection exploration: games for and out of data repositories. In: Proceedings of the 14th International Academic MindTrek Conference: Envisioning Future Media Environments. MindTrek ’10, ACM, pp. 143–146 (2010)

  7. Ardito, C., Buono, P., Costabile, M., Lanzilotti, R., Pederson, T.: Mobile games to foster the learning of history at archaeological sites. In: Proceedings of the IEEE Symposium on Visual Languages and Human-Centric Computing, IEEE Computer Society, pp. 81–86 (2007)

  8. Carter, M., Downs, J., Nansen, B., Harrop, M., Gibbs, M.: Paradigms of games research in hci: A review of 10 years of research at chi. In: Proceedings of the First ACM SIGCHI Annual Symposium on Computer-human Interaction in Play. CHI PLAY ’14, ACM, pp. 27–36 (2014)

  9. Bayliss, J.D., Bierre, K.: Game design and development students: Who are they? In: Proceedings of the 3rd International Conference on Game Development in Computer Science Education. GDCSE ’08, ACM, pp. 6–10 (2008)

  10. McGill, M.: Critical skills for game developers: An analysis of skills sought by industry. In: Proceedings of the 2008 Conference on Future Play: Research, Play, Share. Future Play ’08, ACM, pp. 89–96 (2008)

  11. Potanin, R.: Forces in play: The business and culture of videogame production. In: Proceedings of the 3rd International Conference on Fun and Games. Fun and Games ’10, ACM, pp. 135–143 (2010)

  12. Scavarelli, A., Arya, A.: Cindr: A proposed framework for ethical systems in video games. In: Games Media Entertainment (GEM), 2014 IEEE, pp. 1–5 (2014)

  13. Snowdon, J., Oikonomou, A.: Games as a new medium for social criticism. In: 16th International Conference on Computer Games, CGAMES 2011, Louisville, KY, USA, 27–30 July, 2011. pp. 101–106 (2011)

  14. Tyni, H., Kultima, A., Mäyrä, F.: Dimensions of hybrid in playful products. In: Proceedings of International Conference on Making Sense of Converging Media. AcademicMindTrek ’13, ACM, pp. 237:237–237:244 (2013)

  15. Aarnoutse, F., Peursum, L., Dalpiaz, F.: The evolution of advergames development: A study in the netherlands. In: Games Media Entertainment (GEM), 2014 IEEE, pp. 1–8 (2014)

  16. Zagal, J.P., Ladd, A., Johnson, T.: Characterizing and understanding game reviews. In: Proceedings of the 4th International Conference on Foundations of Digital Games. FDG ’09, ACM, pp. 215–222 (2009)

  17. Paavilainen, J.: Critical review on video game evaluation heuristics: Social games perspective. In: Proceedings of the International Academic Conference on the Future of Game Design and Technology. Futureplay ’10, ACM, pp. 56–65 (2010)

  18. Korhonen, H., Paavilainen, J., Saarenpää, H.: Expert review method in game evaluations: Comparison of two playability heuristic sets. In: Proceedings of the 13th International MindTrek Conference: Everyday Life in the Ubiquitous Era. MindTrek ’09, ACM, pp. 74–81 (2009)

  19. Mandryk, R.L., Inkpen, K.M.: Physiological indicators for the evaluation of co-located collaborative play. In: Proceedings of the 2004 ACM Conference on Computer Supported Cooperative Work. CSCW ’04, ACM, pp. 102–111 (2004)

  20. Picard, R.W.: Affective computing. Technical Report 321, M.I.T Media laboratory perceptual computing section (1995)

  21. Nacke, L.: Affective Ludology: Scientific Measurement of User Experience in Interactive Entertainment. PhD thesis, Blekinge Institute of Technology, Karlskrona, Sweden (2009) http://phd.acagamic.com, (ISBN) 978-91-7295-169-3

  22. Noah, J.A., Tachibana, A., Bronner, S.: Multi-core processing within the frontal lobe. In: Proceedings of the 6th International Conference on Foundations of Digital Games. FDG ’11, ACM, pp. 280–282 (2011)

  23. Groenegress, C., Spanlang, B., Slater, M.: The physiological mirror: a system for unconscious control of a virtual environment through physiological activity. Vis. Comput. 26(6–8), 649–657 (2010)

    Article  Google Scholar 

  24. Rawn, R.W.A., Brodbeck, D.R.: Examining the relationship between game type, player disposition and aggression. In: Proceedings of the 2008 Conference on Future Play: Research, Play, Share. Future Play ’08, ACM, pp. 208–211 (2008)

  25. Jacopin, E.: Game ai planning analytics: The case of three first-person shooters. In: AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (2014)

  26. Gilleade, K.M., Dix, A., Allanson, J.: Affective videogames and modes of affective gaming: assist me, challenge me, emote me. In: In The 2005 International Conference on Changing Views: Worlds in Play (2005)

  27. Grimes, D., Tan, D.S., Hudson, S.E., Shenoy, P., Rao, R.P.: Feasibility and pragmatics of classifying working memory load with an electroencephalograph. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, ACM, pp. 835–844 (2008)

  28. Vachiratamporn, V., Moriyama, K., Fukui, K., Numao, M.: An implementation of affective adaptation in survival horror games. In: 2014 IEEE Conference on Computational Intelligence and Games, CIG 2014, Dortmund, Germany, August 26-29, 2014, pp. 1–8 (2014)

  29. Lotte, F.: Brain-computer interfaces for 3d games: Hype or hope? In: Proceedings of the 6th International Conference on Foundations of Digital Games. FDG ’11, ACM, pp. 325–327 (2011)

  30. Carofiglio, V., Abbattista, F.: A rough bci-based assessment of user’s emotions for interface adaptation: Application to a 3d-virtual-environment exploration task. In: Proceedings of the First International Workshop on Intelligent User Interfaces: Artificial Intelligence meets Human Computer Interaction (AI*HCI 2013) A workshop of the XIII International Conference of the Italian Association for Artificial Intelligence (AI*IA 2013), Turin, Italy (2013)

  31. Coulton, P., Wylie, C.G., Bamford, W.: Brain interaction for mobile games. In: Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments. MindTrek ’11, ACM, pp. 37–44 (2011)

  32. Burke, J.W., McNeill, M.D.J., Charles, D.K., Morrow, P.J., Crosbie, J.H., McDonough, S.M.: Optimising engagement for stroke rehabilitation using serious games. Vis. Comput. 25(12), 1085–1099 (2009)

    Article  Google Scholar 

  33. Kang, K.K., Kim, J.A., Kim, D.: Development of a sensory gate-ball game system for the aged people. Vis. Comput. 25(12), 1073–1083 (2009)

    Article  Google Scholar 

  34. Nacke, L., Stellmach, S., Lindley, C.: Electroencephalographic assessment of player experience: a pilot study in affective ludology. Simul. Gaming 42(5), 632–655 (2011)

    Article  Google Scholar 

  35. Nogueira, P., Rodrigues, R., Oliveira, E., Nacke, L.: Guided emotional state regulation: Understanding and shaping player’s affective experiences in digital games. In: AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (2013)

  36. Vourvopoulos, A., Liarokapis, F.: Brain-controlled NXT robot: Tele-operating a robot through brain electrical activity. In: Third International Conference on Games and Virtual Worlds for Serious Applications (VS-GAMES), Athens, May 4-6, 2011, IEEE, pp. 140–143 (2011)

  37. Liarokapis, F., Vourvopoulos, A., Ene, A., Petridis, P.: Assessing brain-computer interfaces for controlling serious games. In: Games and Virtual Worlds for Serious Applications (VS-GAMES), 2013 5th International Conference on, IEEE, pp. 1–4 (2013)

  38. Schwarz, D., Subramanian, V., Zhuang, K., Adamczyk, C.: Educational neurogaming: Eeg-controlled videogames as interactive teaching tools for introductory neuroscience. In: AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (2014)

  39. Chumerin, N., Manyakov, N.V., Combaz, A., Robben, A., van Vliet, M., Van Hulle, M.M.: Steady state visual evoked potential based computer gaming - the maze. In: Intelligent Technologies for Interactive Entertainment. Springer, pp. 28–37 (2012)

  40. Cheung, G.K., Zimmermann, T., Nagappan, N.: The first hour experience: How the initial play can engage (or lose) new players. In: Proceedings of the First ACM SIGCHI Annual Symposium on Computer-human Interaction in Play. CHI PLAY ’14, ACM, pp. 57–66 (2014)

  41. Myers, D., et al.: Computer games genres. Play Cult. 3(4), 286–301 (1990)

    Google Scholar 

  42. Machado, M.C., Fantini, E.P.C., Chaimowicz, L.: Player modeling: Towards a common taxonomy. In: Computer games (CGAMES), 2011 16th International Conference, pp.50–57 (2011)

  43. Lewis, C., Whitehead, J., Wardrip-Fruin, N.: What went wrong: A taxonomy of video game bugs. In: Proceedings of the Fifth International Conference on the Foundations of Digital Games. FDG ’10, ACM, pp. 108–115 (2010)

  44. Pinelle, D., Wong, N., Stach, T.: Using genres to customize usability evaluations of video games. In: Proceedings of the 2008 Conference on Future Play: Research, Play, Share. Future Play ’08, ACM, pp. 129–136 (2008)

  45. Berens, K., Howard, G.: The Rough Guide to Videogaming. Miniguides Series. Rough Guides (2002)

  46. Carlà, F.: Space invaders: la vera storia dei videogames. Castelvecchi (1996)

  47. Khaleghi, K., Lugmayr, A.: Video game market segmentation based on user behavior. In: Proceeding of the 16th International Academic MindTrek Conference. MindTrek ’12, ACM, pp. 283–286 (2012)

  48. Langer, R., Hancock, M., Scott, S.D.: Suspenseful design: Engaging emotionally with complex applications through compelling narratives. In: Games Media Entertainment (GEM), 2014 IEEE, pp. 1–8 (2014)

  49. Frasca, G.: Simulation versus narrative: Introduction to ludology. In: The Video Game Theory Reader. Routledge, pp. 221–236 (2003)

  50. Calleja, G.: Narrative involvement in digital games. In: Conference proceedings from Foundations of Digital Games. Chania, Crete, Greece (2013)

  51. Zagalo, N., Torres, A.: Character emotion experience in virtual environments. Vis. Comput. 24(11), 981–986 (2008)

    Article  Google Scholar 

  52. Tatum, W.O.: Ellen r. grass lecture: extraordinary eeg. Neurodiagnostic J. 54(1), 3–21 (2014)

    Google Scholar 

  53. Russell, J.A.: A circumplex model of affect. J. Personal. Soc. Psychol. 39(6), 1161 (1980)

    Article  Google Scholar 

  54. Posner, J., Russell, J.A., Peterson, B.S.: The circumplex model of affect: an integrative approach to affective neuroscience, cognitive development, and psychopathology. Dev. Psychopathol. 17(03), 715–734 (2005)

    Article  Google Scholar 

  55. Andreassi, J.L.: Psychophysiology: human behavior & physiological response. Psychology Press, Hove (2000)

    Google Scholar 

  56. Craveirinha, R., Roque, L.: Looking for the heart of interactive media: Reflections on video games’ emotional expression. In: Proceedings of the 3rd International Conference on Fun and Games. Fun and Games ’10, ACM, pp. 8–17 (2010)

  57. Jennett, C., Cox, A.L., Cairns, P., Dhoparee, S., Epps, A., Tijs, T., Walton, A.: Measuring and defining the experience of immersion in games. Int. J. Hum. Comput. Stud. 66(9), 641–661 (2008)

    Article  Google Scholar 

  58. Chalmers, A., Debattista, K., Ramic-Brkic, B.: Towards high-fidelity multi-sensory virtual environments. Vis. Comput. 25(12), 1101–1108 (2009)

    Article  Google Scholar 

  59. Choo, A., May, A.: Virtual mindfulness meditation: Virtual reality and electroencephalography for health gamification. In: Games Media Entertainment (GEM), 2014 IEEE, pp. 1–3 (2014)

  60. Dollard, J., Miller, N.E., Doob, L.W., Mowrer, O.H., Sears, R.R.: Frustration and aggression. Yale University Press, New Haven (1939)

    Book  Google Scholar 

  61. Park, J.Y., Park, J.H.: A graph-based representation of game scenarios; methodology for minimizing anomalies in computer game. Vis. Comput. 26(6–8), 595–605 (2010)

    Article  Google Scholar 

  62. Vanhatupa, J.M.: Guidelines for personalizing the player experience in computer role-playing games. In: Proceedings of the 6th International Conference on Foundations of Digital Games. FDG ’11, New York, NY, USA, ACM, pp. 46–52 (2011)

  63. Thong, L.P.: Situated learning with role-playing games to improve transfer of learning in tertiary education classrooms. In: Games and Virtual Worlds for Serious Applications (VS-GAMES), 2014 6th International Conference on, IEEE, pp. 1–5 (2014)

  64. Horsfall, M., Oikonomou, A.: A study of how different game play aspects can affect the popularity of role-playing video games. In: CGAMES, IEEE Computer Society, pp. 63–69 (2011)

  65. Tychsen, A., Hitchens, M., Brolund, T.: Motivations for play in computer role-playing games. In: Proceedings of the 2008 Conference on Future Play: Research, Play, Share. Future Play ’08, ACM, pp. 57–64 (2008)

  66. Lankoski, P.: Models for story consistency and interestingness in single-player rpgs. In: Proceedings of International Conference on Making Sense of Converging Media. AcademicMindTrek ’13, ACM, pp. 246:246–246:253 (2013)

  67. Brown, E., Cairns, P.: A grounded investigation of game immersion. In: CHI’04 extended abstracts on Human factors in computing systems, ACM, pp. 1297–1300 (2004)

  68. Calleja, G.: In-game: from immersion to incorporation. the mit press, Cambridge (2011)

    Google Scholar 

  69. Wilcox-Netepczuk, D.: Immersion and realism in video games - the confused moniker of video game engrossment. In: CGAMES, IEEE Computer Society, pp. 92–95 (2013)

  70. Fisher, C.D.: Boredom at work: a neglected concept. Hum. Relat. 46(3), 395–417 (1993)

    Article  Google Scholar 

  71. Csikszentmihalyi, M.: Beyond boredom and anxiety. Jossey-Bass, San Francisco (2000)

    Google Scholar 

  72. Broin, D.O.: Using a criteria-based user model for facilitating flow in serious games. In: Games and Virtual Worlds for Serious Applications (VS-GAMES), 2011 Third International Conference on IEEE, pp. 63–69 (2011)

  73. Warpefelt, H., Strååt, B.: Anti-heuristics for maintaining immersion through believable non-player characters. In: International Conference on the Foundations of Digital Games, Crete, Greece, pp. 455–456 (2013)

  74. Burelli, P.: Virtual cinematography in games: Investigating the impact on player experience. In: International Conference on the Foundations of Digital Games, Crete, Greece, pp. 134–141 (2013)

  75. Nakamura, J., Csikszentmihalyi, M.: The concept of flow. Handbook of positive psychology, pp. 89–105 (2002)

  76. Juul, J.: In search of lost time: On game goals and failure costs. In: Proceedings of the Fifth International Conference on the Foundations of Digital Games. FDG ’10, ACM, pp. 86–91 (2010)

  77. Zagal, J.P., Altizer, R.: Examining rpg elements: Systems of character progression. In: Proceedings of the 2014 Conference on the Foundations of Digital Games (2014)

  78. James, B., Fletcher, B., Wearn, N.: Three corners of reward in computer games. In: Proceedings of the 8th International Conference on the Foundations of Digital Games (2013)

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

    Article  Google Scholar 

  80. Stieger, I.: Neverwinter nights extender v.4. http://www.nwnx.org/

  81. Balducci, F., Grana, C., Cucchiara, R.: Classification of affective data to evaluate the level design in a role-playing videogame. In: Games and Virtual Worlds for Serious Applications (VS-Games), 2015 7th International Conference on, Skovde, pp. 1–8 (2015)

  82. Obbink, M., Gürkök, H., Bos, D.P.O., Hakvoort, G., Poel, M., Nijholt, A.: Social interaction in a cooperative brain-computer interface game. In: Intelligent Technologies for Interactive Entertainment. Springer, pp. 183–192 (2012)

  83. Baldwin, A., Johnson, D., Wyeth, P., Sweetser, P.: A framework of dynamic difficulty adjustment in competitive multiplayer video games. In: Games Innovation Conference (IGIC), 2013 IEEE International, pp. 16–19 (2013)

  84. Moura, D., el Nasr, M.S., Shaw, C.D.: Visualizing and understanding players’ behavior in video games: Discovering patterns and supporting aggregation and comparison. In: Proceedings of the 2011 ACM SIGGRAPH Symposium on Video Games. Sandbox ’11, ACM, pp. 11–15 (2011)

  85. Milam, D., El Nasr, M.S.: Analysis of level design ’push & pull’ within 21 games. In: Proceedings of the Fifth International Conference on the Foundations of Digital Games. FDG ’10, ACM, pp. 139–146 (2010)

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Balducci, F., Grana, C. & Cucchiara, R. Affective level design for a role-playing videogame evaluated by a brain–computer interface and machine learning methods. Vis Comput 33, 413–427 (2017). https://doi.org/10.1007/s00371-016-1320-2

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