Recommender systems for personalized gamification

UMAP 2017 - Adjunct Publication of the 25th Conference on User Modeling, Adaptation and Personalization

Volumn , Issue , 2017, Pages 425-430

  Tondello, Gustavo F ^a   Orji, Rita ^a   Nacke, Lennart E ^a  

^a UNIVERSITY OF WATERLOO   (Canada)

Author keywords

Gamification; Personalization; Recommender systems

Indexed keywords

RECOMMENDER SYSTEMS;

BEHAVIOUR CHANGES; BUILDING BLOCKES; GAMIFICATION; GENERIC APPROACH; PERSONALIZATIONS;

APPLICATION PROGRAMS;

EID: 85026748126     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/3099023.3099114     Document Type: Conference Paper

References (67)

1. Gediminas Adomavicius and Alexander Tuzhilin. 2011. Context-Aware Recommender Systems. In Recommender Systems Handbook, Bracha Shapira, Francesco Ricci, Paul B Kantor, and Lior Rokach (Eds.). Springer, Chapter 7, 217-253.
2. Nurcan Alkiş and Tugba Taşkaya Temizel. 2015. The impact of individual differences on influence strategies. Personality and Individual Di.erences 87 (2015), 147-152. DOI:http://dx.doi.org/10.1016/j.paid.2015.07.037.
3. Ofer Arazy, Oded Nov, and Nanda Kumar. 2015. Personalityzation: UI personalization, theoretical grounding in HCI and design research. AIS Transactions on Human-Computer Interaction 7, 2 (2015), 43-69. http://aisel.aisnet.org/thci/vol7/iss2/1.
4. Sonia M Arteaga, Mo Kudeki, Adrienne Woodworth, and Sri Kurniawan. 2010. Mobile system to motivate teenagers' physical activity. In Proceedings of the 9th International Conference on Interaction Design and Children. ACM, 1-10. DOI: http://dx.doi.org/10.1145/1810543.1810545.
5. Sander Bakkes, Chek Tien Tan, and Yusuf Pisan. 2012. Personalised Gaming. In Proceedings of the 8th Australasian Conference on Interactive Entertainment Playing the System - IE '12. ACM, 1-10. DOI:http://dx.doi.org/10.1145/2336727.2336731.
6. Gabriel Barata, Sandra Gama, Joaquim Jorge, and Daniel Gonçalves. 2016. Studying student differentiation in gamified education: A long-term study. Computers in Human Behavior (2016).
7. Gabriel Barata, Sandra Gama, Joaquim A.P. Jorge, and Daniel J.V. Gonçalves. 2014. Relating gaming habits with student performance in a gamified learning experience. In Proceedings of the first ACM SIGCHI annual symposium on Computer-human interaction in play - CHI PLAY '14. ACM, 17-25. DOI: http://dx.doi.org/10.1145/2658537.2658692.
8. Richard Bartle. 1996. Hearts, Clubs, Diamonds, Spades: Players who suit MUDs. Journal of MUD Research 1, 1 (1996).
9. Djallel Bouneffouf. 2013. DRARS, A Dynamic Risk-Aware Recommender System. Ph.D. Dissertation. Institut National des Teĺecommunications.
10. Peter Brusilovski, Alfred Kobsa, and Wolfgang Nejdl (Eds.). 2007. the Adaptive Web: Methods and Strategies of Web Personalization. Springer, Berlin.
11. Robin Burke. 2007. Hybrid Web Recommender Systems. In the Adaptive Web: Methods and Strategies of Web Personalization, Peter Brusilovski, Alfred Kobsa, and Wolfgang Nejdl (Eds.). Springer, Chapter 12, 377-408.
12. Marc Busch, Elke Ma.heiss, Rita Orji, Andrzej Marczewski, Wolfgang Hochleitner, Michael Lankes, Lennart E. Nacke, and Manfred Tscheligi. 2015. Personalization in Serious and Persuasive Games and Gamified Interactions. In Proceedings of the 2015 Annual Symposium on Computer-Human Interaction in Play - CHI PLAY '15. ACM, 811-816. DOI:http://dx.doi.org/10.1145/2793107.2810260.
13. Robert B Cialdini. 2001. Harnessing the Science of Persuasion. Harvard Business Review 79, 9 (2001), 72-81.
14. Thomas M Connolly, Elizabeth A Boyle, Ewan MacArthur, Thomas Hainey, and James M Boyle. 2012. A systematic literature review of empirical evidence on computer games and serious games. Computers & Education 59, 2 (2012), 661-686. DOI:http://dx.doi.org/10.1016/j.compedu.2012.03.004.
15. Paul T Costa and Robert R McCrae. 1998. Trait theories of personality. In Advanced Personality, D F Barone, MHersen, and V B Van Hasselt (Eds.). Springer, 103-121.
16. Edward L Deci and Richard M Ryan. 1985. Intrinsic Motivation and Self- Determination in Human Behavior. Plenum, New York and London.
17. Christian Desrosiers and George Karypis. 2011. A Comprehensive Survey of Neighborhood-based Recommendation Methods. In Recommender Systems Handbook, Bracha Shapira, Francesco Ricci, Paul B Kantor, and Lior Rokach (Eds.). Springer, Chapter 4, 107-144.
18. Sebastian Deterding. 2015. The Lens of Intrinsic Skill Atoms: A Method for Gameful Design. Human-Computer Interaction 30, 3-4 (2015), 294-335. DOI: http://dx.doi.org/10.1080/07370024.2014.993471.
19. Sebastian Deterding, Dan Dixon, Rilla Khaled, and Lennart E Nacke. 2011. From Game Design Elements to Gamefulness: Defining "Gamification". In Proceedings of the 15th International Academic MindTrek Conference. ACM, ACM, Tampere, Finland, 9-15. DOI:http://dx.doi.org/10.1145/2181037.2181040.
20. Lauren S Ferro, Steffen P Walz, and Stefan Greuter. 2013. Towards personalised, gamified systems: An investigation into game design, personality and player typologies. In Proceedings of .e 9th Australasian Conference on Interactive Entertainment: Ma.ers of Life and Death. ACM, 7-12. DOI: http://dx.doi.org/10.1145/2513002.2513024.
21. B.J. Fogg. 2002. Persuasive Technology: Using Computers to Change What We Think and Do. Morgan Kaufmann.
22. AR Gadiyar. 2014. Gamification 3.0: The Power of Personalization. White paper. Cognizantfis Global Technology (2014).
23. Susan Gauch, Mirco Spere.a, Aravind Chandramouli, and Alessandro Micarelli. 2007. User Profiles for Personalized Information Access. In the Adaptive Web: Methods and Strategies of Web Personalization, Peter Brusilovski, Alfred Kobsa, and Wolfgang Nejdl (Eds.). Springer, Chapter 3, 54-89.
24. David Geiger and Martin Schader. 2014. Personalized task recommendation in crowdsourcing information systems - Current state of the art. Decision Support Systems 65 (2014), 3-16. DOI:http://dx.doi.org/10.1016/j.dss.2014.05.007.
25. Lewis R Goldberg. 1993. The structure of phenotypic personality traits. American Psychologist 48, 1 (1993), 26. DOI:http://dx.doi.org/10.1037/0003-066X.48.1.26.
26. Sajanee Halko and Julie A Kientz. 2010. Personality and persuasive technology: An exploratory study on health-promoting mobile applications. In International Conference on Persuasive Technology. Springer, 150-161. DOI:http://dx.doi.org/10.1007/978-3-642-13226-116.
27. Juho Hamari, Jonna Koivisto, and Harri Sarsa. 2014. Does gamification work? - A literature review of empirical studies on gamification. In Proceedings of the Annual Hawaii International Conference on System Sciences. 3025-3034. DOI: http://dx.doi.org/10.1109/HICSS.2014.377.
28. Juho Hamari and Janne Tuunanen. 2014. Player types: A meta-synthesis. Transactions of the Digital Games Research 1, 2 (2014). http://todigra.org/index.php/todigra/article/view/13.
29. Yuan Jia, Bin Xu, Yamini Karanam, and Stephen Voida. 2016. Personality-targeted Gamification: A Survey Study on Personality Traits and Motivational A.ordances. In Proceedings of the 34th Annual ACM Conference on Human Factors in Computing Systems - CHI '16. DOI:http://dx.doi.org/10.1145/2858036.2858515.
30. Daniel Johnson, Sebastian Deterding, Kerri-Ann Kuhn, Aleksandra Staneva, Stoyan Stoyanov, and Leanne Hides. 2016. Gamification for health and wellbeing: A systematic review of the literature. Internet Interventions 6 (nov 2016), 89-106. DOI:http://dx.doi.org/10.1016/j.invent.2016.10.002.
31. Maurits Kaptein, Boris De Ruyter, Panos Markopoulos, and Emile Aarts. 2012. Adaptive persuasive systems: A study of tailored persuasive text messages to reduce snacking. ACM Transactions on Interactive Intelligent Systems (TiiS) 2, 2 (2012), 10. DOI:http://dx.doi.org/10.1145/2209310.2209313.
32. Maurits Kaptein, Panos Markopoulos, Boris de Ruyter, and Emile Aarts. 2009. Can you be persuaded? Individual differences in susceptibility to persuasion. In IFIP Conference on Human-Computer Interaction. Springer, 115-118. DOI: http://dx.doi.org/10.1007/978-3-642-03655-213.
33. Maurits Kaptein, Panos Markopoulos, Boris de Ruyter, and Emile Aarts. 2015. Personalizing persuasive technologies: Explicit and implicit personalization using persuasion profiles. International Journal of Human-Computer Studies 77 (2015), 38-51. DOI:http://dx.doi.org/10.1016/j.ijhcs.2015.01.004.
34. Rilla Khaled, Pippin Barr, James Noble, Ronald Fischer, and Robert Biddle. 2006. Our place or mine? Exploration into collectivism-focused persuasive technology design. In International Conference on Persuasive Technology. Springer, 72-83. DOI:http://dx.doi.org/10.1007/1175549411.
35. Yehuda Koren and Robert Bell. 2011. Advances in Collaborative Filtering. In Recommender Systems Handbook, Bracha Shapira, Francesco Ricci, Paul B Kantor, and Lior Rokach (Eds.). Springer, Chapter 5, 145-186.
36. Pasquale Lops, Marco De Gemmis, and Giovanni Semeraro. 2011. Content-based Recommender Systems: State of the Art and Trends. In Recommender Systems Handbook, Bracha Shapira, Francesco Ricci, Paul B Kantor, and Lior Rokach (Eds.). Springer, Chapter 3, 73-105.
37. Andrzej Marczewski. 2015. User Types. In Even Ninja Monkeys Like to Play: Gamification, Game .inking & Motivational Design. CreateSpace Independent Publishing Platform, 69-84.
38. Elke Ma.heiss, David Sellitsch, Marc Busch, Wolfgang Hochleitner, Josef Froschauer, and Manfred Tscheligi. 2016. Missing the Forest for the Trees: Balancing Personalization Costs and Benefits in Persuasive Games. In Proceedings of the International Workshop on Personalization in Persuasive Technology (PPT'16). Salzburg, Austria, 40-43.
39. Michael Meder and Brijnesh-Johannes Jain. 2014. The Gami€cation Design Problem. arXiv preprint arXiv:1407.0843 (2014).
40. Alberto Mora, Daniel Riera, Carina Gonzalez, and Joan Arnedo-Moreno. 2015. A literature review of gamification design frameworks. In 7th International Conference on Games and Virtual Worlds for Serious Applications (VS-Games). DOI: http://dx.doi.org/10.1109/VS-GAMES.2015.7295760.
41. Benedikt Morschheuser, KarlWerder, Juho Hamari, and Julian Abe. 2017. How to gamify? A method for designing gamification. In Proceedings of the 50th Annual Hawaii International Conference on System Sciences (HICSS). IEEE, Hawaii, USA. http://hdl.handle.net/10125/41308.
42. Lennart E Nacke, Chris Bateman, and Regan L Mandryk. 2014. BrainHex: A Neurobiological Gamer Typology Survey. Entertainment Computing 5, 1 (2014), 55-62. DOI:http://dx.doi.org/10.1016/j.entcom.2013.06.002.
43. Lennart E. Nacke and Sebastian Deterding. 2017. The maturing of gamification research. Computers in Human Behavior (2017). DOI:http://dx.doi.org/10.1016/j.chb.2016.11.062.
44. Oded Nov and Ofer Arazy. 2013. Personality-targeted design: Theory, experimental procedure, and preliminary results. In Proceedings of the 2013 Conference on Computer Supported Cooperative Work. ACM, 977-984. DOI:http://dx.doi.org/10.1145/2441776.2441887.
45. Rita Orji. 2016. Persuasion and Culture: Individualism-Collectivism and Susceptibility to Influence Strategies. In Proceedings of the International Workshop on Personalization in Persuasive Technology (PPT'16). Salzburg, Austria, 30-39.
46. Rita Orji, Marc Busch, Arie Dijkstra, Michaela Reisinger, Agnis Stibe, and Manfred Tscheligi. 2016. Personalization in Persuasive Technology. In Adjunct Proceedings of the 11th International Conference on Persuasive Technology. 96-99.
47. Rita Orji and Regan L Mandryk. 2014. Developing culturally relevant design guidelines for encouraging healthy eating behavior. International Journal of Human-Computer Studies 72, 2 (2014), 207-223. DOI:http://dx.doi.org/10.1016/j.ijhcs.2013.08.012.
48. Rita Orji, Regan L Mandryk, and Julita Vassileva. 2014. Gender and persuasive technology: Examining the persuasiveness of persuasive strategies by gender groups. In the 9th International Conference on Persuasive Technology.
49. Rita Orji, Regan L Mandryk, and Julita Vassileva. 2015. Gender, Age, and Responsiveness to Cialdini's Persuasion Strategies. In International Conference on Persuasive Technology. Springer, 147-159.
50. Rita Orji, Regan L. Mandryk, Julita Vassileva, and Kathrin M. Gerling. 2013. Tailoring persuasive health games to gamer type. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems - CHI '13. 2467-2476. DOI: http://dx.doi.org/10.1145/2470654.2481341.
51. Rita Orji and Karyn Motta.. 2016. Persuasive technology for health and wellness: State-of-the-art and emerging trends. Health Informatics Journal (2016). DOI: http://dx.doi.org/10.1177/1460458216650979.
52. Rita Orji, Lennart E. Nacke, and Chrysanne DiMarco. 2017. Towards Personalitydriven Persuasive Health Games and Gamified Systems. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM. DOI:http://dx.doi.org/10.1145/3025453.3025577.
53. Rita Orji, Julita Vassileva, and Regan L. Mandryk. 2014. Modeling the efficacy of persuasive strategies for different gamer types in serious games for health. User Modeling and User-Adapted Interaction 24, 5 (2014), 453-498. DOI:http://dx.doi.org/10.1007/s11257-014-9149-8.
54. Rita O Orji, Julita Vassileva, and Regan L Mandryk. 2013. Modeling gender differences in healthy eating determinants for persuasive intervention design. In International Conference on Persuasive Technology. Springer, 161-173.
55. Rajat Paharia. 2013. Loyalty 3.0: How to Revolutionize Customer and Employee Engagement with Big Data and Gamification. McGraw Hill Professional.
56. Michael J Pazzani and Daniel Billsus. 2007. Content-Based Recommendation Systems. In the Adaptive Web: Methods and Strategies of Web Personalization, Peter Brusilovski, Alfred Kobsa, and Wolfgang Nejdl (Eds.). Springer, Chapter 10, 325-341.
57. Luca Piras, Guiseppe Valetto, Annapaola Marconi, and Marco Pistore. 2015. Virtual Coaches for Mission-Based Gamified Smart Communities. In Workshop on Personalization in Serious and Persuasive Games and Gamified Interactions. London, UK.
58. Marigo Raftopoulos, Steffen Walz, and Stefan Greuter. 2015. How enterprises play : Towards a taxonomy for enterprise gamification. In DiGRA 2015.
59. Francesco Ricci, Lior Rokach, and Bracha Shapira. 2011. Introduction to Recommender Systems Handbook. In Recommender Systems Handbook, Bracha Shapira, Francesco Ricci, Paul B Kantor, and Lior Rokach (Eds.). Springer, 1-29.
60. Richard M. Ryan and Edward L. Deci. 2000. Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. The American Psychologist 55, 1 (2000), 68-78. DOI:http://dx.doi.org/10.1037/0003-066X.55.1.68.
61. Richard M. Ryan, C. Scott Rigby, and Andrew Przybylski. 2006. the motivational pull of video games: A self-determination theory approach. Motivation and Emotion 30, 4 (2006), 347-363. DOI:http://dx.doi.org/10.1007/s11031-006-9051-8.
62. J Ben Schafer, Dan Frankowski, Jon Herlocker, and Shilad Sen. 2007. Collaborative Filtering Recommender Systems. In the Adaptive Web: Methods and Strategies of Web Personalization, Peter Brusilovski, Alfred Kobsa, and Wolfgang Nejdl (Eds.). Springer, Chapter 9, 291-324.
63. Katie Seaborn and Deborah I. Fels. 2014. Gamification in theory and action: A survey. International Journal of Human-Computer Studies 74 (2014), 14-31. DOI: http://dx.doi.org/10.1016/j.ijhcs.2014.09.006.
64. Gustavo F. Tondello, Rina R. Wehbe, Lisa Diamond, Marc Busch, Andrzej Marczewski, and Lennart E. Nacke. 2016. The Gamification User Types Hexad Scale. In Proceedings of the 2016 Annual Symposium on Computer-Human Interaction in Play - CHI PLAY '16. ACM, Austin, TX, USA. DOI:http://dx.doi.org/10.1145/2967934.2968082.
65. Gustavo F. Tondello, Rina R. Wehbe, and Lennart E. Nacke. 2015. Towards a Personalized Playful Digital Wellness Assistant. In Workshop on Personalization in Serious and Persuasive Games and Gamified Interactions. London, UK.
66. Rob von Roy and Bieke Zaman. 2015. The inclusion or exclusion of teaching sta. in a gamified system: An example of the need to personalize. In Workshop on Personalization in Serious and Persuasive Games and Gamified Interactions. London, UK.
67. Nick Yee. 2006. Motivations for Play in Online Games. CyberPsychology & Behavior 9, 6 (2006), 772-775. DOI:http://dx.doi.org/10.1089/cpb.2006.9.772.