Nothing Special   »   [go: up one dir, main page]

skip to main content
10.1145/3039677.3039679acmconferencesArticle/Chapter ViewAbstractPublication PagesiuiConference Proceedingsconference-collections
research-article

Game-Based Extraction of Web Users' Personality Factors for Personalization

Published: 13 March 2017 Publication History

Abstract

The volume of information users are exposed to on the web is overwhelming. To increase effectiveness of information delivery to users, providers employ personalization strategies. In a highly competitive environment, simplistic strategies do not suffice, and high-quality personalization is required. These can be based on users' decision making models. To build such models, we need to extract factors of direct influence on users' decision making. Personality factors are known to have this direct influence. They are stable over time and across situations, and they assist in predicting future behavior of individuals in a scientific way. In this paper, we introduce a novel methodology for extracting users' personality factors without holding any prior information on the users' behavior and, notably, without administering any psychological questionnaires. This allows us to build a designated model for each user or users' group, and in turn facilitates effective personalized information delivery.

References

[1]
Robert B. Allen. 1990.User models: theory, method, and practice. International Journal of Man- Machine Studies. 32,5: 511--543
[2]
Robert J. Aumann. 1992. Irrationality in Game Theory. In Economic Analysis of Markets and Games (Essays in Honor of Frank Hahn). P. Dasgupta, D. Gale, O. Hart, and E. Maskin (eds), MIT Press, Cambridge and London. 214--227.
[3]
Mitja D. Back, Juliane M. Stopfer, Simine Vazire, Sam Gaddis, Stefan C. Schmukle, Boris Egloff and Samuel D. Gosling. 2010. Facebook Profiles Reflect Actual Personality, Not Self-Idealization. Psychological Science
[4]
Ernest S. Barratt. 1994. Impulsiveness and aggression. In Violence and Mental Disorder: Developments in Risk Assessment (eds) J. Monahan & H. J. Steadman, Chicago : University of Chicago Press. 61 -79.
[5]
Ernest S. Barratt and Jim H. Patton. 1994.The Barratt impulsiveness scale-1 University of Texas,
[6]
Darse Billings and Morgan Kan. 2006. A tool for the direct assessment of poker decisions. Intl. Computer Games Association Journal, 29, 3: 119--142.
[7]
Max Birk & Regan L. Mandryk. 2013. Control your game-self: effects of controller type on enjoyment, motivation, and personality in game. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, 685--694
[8]
Tomas Chamorro-Premuzic. 2007. Personality and individual differences. BPS Textbooks in Psychology.
[9]
Okul Chittaranjan, Jan Blom and Daniel Gatica-Perez. 2013. Mining large-scale smartphone data for personality studies. Personal and Ubiquitous Computing, 17, 3, 433--450.
[10]
Susen C. Cloninger. 1996. Personality Description, Dynamics and Development. Russell Sage College, NY: W. H. Freeman and Company.
[11]
Paul T. Costa Jr. and Robert R. McCrae. 1997. Stability and Change in Personality Assessment: The Revised NEO Personality Inventory in the Year 2000. Journal of Personality Assessment, 68, 86--94.
[12]
Benjamin Cowley and Darryl Charles. 2016. Behavlets: A Method for Practical Player Modelling Using Psychology - Based Player Traits and Domain Specific Features. User Modeling and User-Adapted Interaction, 26, 257--306.
[13]
Anne Edland and Ola Svenson. 1993. Judgment and decision making under time pressure: studies and findings. In Time Pressure and Stress in Human Judgment and Decision Making, Svenson, O. and Maule, A. J. New York: Plenum.
[14]
Bruce Ferwerda and Markus Schedl. 2014. Enhancing Music Recommender Systems with Personality Information and Emotional States: A Proposal. UMAP Workshops.
[15]
David B. Fogel. 2004. Evolving Strategies in Blackjack. Evolutionary Computation, 2, 1427-- 1434
[16]
Itzhak Gilboa . 2014. Rationality and the Bayesian Paradigm: An Integrative Note. HEC Paris.
[17]
Uri Gneezy, Muriel Niederle and Aldo Rustichini. 2003. Performance in Competitive Environments: Gender Differences. Quarterly Journal of Economics, 118, 3: 1049--1074.
[18]
Jennifer Golbeck, Cristina Robles, Michon Edmondson and Karen Turner. 2011. Predicting Personality from Twitter. IEEE International Conference on Privacy, Security, Risk, and Trust, and IEEE International Conference on Social Computing, 180--185.
[19]
Peter A. Griffin. 1999. The Theory of Blackjack: The Complete Card Counter's Guide to the Casino Game of 21. Sixth ed., indexed. Huntington Press.
[20]
Jenny Harasty, Kay L. Double, and Glenda M. Halliday. 1997. Language-Associated Cortical Regions
[21]
Douglas M. Hawkins. 2004. The Problem of Overfitting. Journal of Chemical Information and Modeling, 44, 1--12.
[22]
Rong Hu and Pearl Pu. 2009. A Comparative User Study on Rating vs. Personality Quiz based Preference Elicitation Methods. In IUI 09: Proceedings of the 13th international conference on intelligent user interfaces, 367-- 372.
[23]
Rong Hu and Pearl Pu. 2010. A Study on User Perception of Personality-Based Recommender Systems. In: 18th International Conference on User Modeling, Adaptation, and Personalization, 291--302.
[24]
Jason L. Huang, Ann Marie Ryan, Keith L. Zabel & Ashley Palmer. 2014. Personality and Adaptive Performance at Work: A Meta-Analytic Investigation. Journal of Applied Psychology, 99, 1: 162--179.
[25]
Oliver P. John, Eileen M. Donahue and Robert L. Kentle. 1991. The Big Five Inventory: Versions 4a and 54. Berkeley, CA: University of California, Institute of Personality and Social Research.
[26]
Eric J. Johnson, John W. Payne and James R. Bettman. 1993. Adapting to Time Constraints. In Time Pressure and Stress in Human Judgment and Decision Making, 103--116. New York: Plenum Press.
[27]
Judith L. Johnson and Katherine Bishop. 1993. The Impulsive Woman as Client: Treating the Legacy of Shame. In The Impulsive Client: Theory, Research, and Treatment. Washington, D.C.: American Psychological Association
[28]
Anja Kraplin, Gerhard Buhringer, Jaap Oosterlaan, Wim Van Den Brink, Thomas Goschke and Anna E. Goudriaan. 2014. Dimensions and disorder specificity of impulsivity in pathological gambling. Addictive Behaviors, 39, 1646--1651.
[29]
David M. Kreps. 1990. A Course in Microeconomic Theory. Princeton University Press.
[30]
Feng-Yang Kuo, Chiung-Wen Hsu and Rong-Fuh Day. 2009. An Exploratory Study of Cognitive Effort Involved in Decision Under Framing-An Application of the Eye-Tracking Technology. Decision Support Systems, 48, 81--91.
[31]
Donald Laming. 2004. Understanding Human Motivation: What Makes People Tick? Backwall Publishing.
[32]
Lin Li, Ang Li, Bibo Hao, Zengda Guan and Tingshao Zhu. 2014. Predicting Active Users' Personality Based on Micro-Blogging Behaviors. http://dx.doi.org/10.1371/journal.pone.0084997
[33]
Donald Macgregor. 1993. Time pressure and task adaption: alternative perspectives of laboratory studies. In Time Pressure and Stress in Human Judgment and Decision Making, Svenson, O. and Maule, A. J. New York: Plenum.
[34]
Dejan Markovikj, Sonja Gievska, Michal Kosinski and David Stillwell. 2013. Mining Facebook Data for Predictive Personality Modeling. AAAI Technical Report
[35]
Laura E. Martin and Geoffrey F. Potts. 2009. Impulsivity in decision-making: An event-related potential investigation. Personality and Individual Differences, 46, 303--308.
[36]
Gerald Matthews and Ian J. Deary. 1998. Personality Traits. Cambridge.
[37]
Gerald Matthews and Ian J. Deary and Martha C. Whiteman. 2003. Personality Traits. (2nd ed.) Cambridge, England: Cambridge University Press.
[38]
A. John Maule and Ola Svenson. 1993. Time Pressure and Stress in Human Judgment and Decision Making. New York: Plenum Press.
[39]
David C. McClelland and Robert S. Steele. 1973. Human motivation a book of readings. Research Meeting: Cincinnati, Ohio, 27, 19--26. Morris- town, NJ: General Learning Press.
[40]
William G. McCown, Myrna B. Shure and Judith L. Johnson. 993. The Impulsive Client: Theory, Research, And Treatment. Washington, D.C.: American Psychological Association.
[41]
Robert R. McCrae and Oliver P. John. 1992. An Introduction to the Five-Factor Model and Its Applications. Journal of Personality, 60, 2: 175--215.
[42]
Abraham Neyman. 1985. Bounded Complexity Justifies Cooperation in the Finitely Repeated Priosners' Dilemma. Economics Letters, 19, 3: 227--229.
[43]
Rangarajan Parthasarathy and Xiaowen Fang. 2013. Introducing Emotional Interfaces to Healthcare Systems. In Human-Computer Interaction: Applications and Services, 150--162.
[44]
Jim H. Patton, Matthew S. Stanford and Ernest S. Barratt 1995. Factor Structure of the Barratt Impulsiveness Scale. Journal of Clinical Psychology, 51, 6: 768--774
[45]
Saverio Perugini and Marcos André Goncalves. 2002. Recommendation and Personalization: A Survey. Journal of intelligent information systems, May 2002
[46]
Lawrence A. Pervin, Daniel Cervone and Oliver J. John. 2005. Personality: Theory and Research. 9th ed. New Jersey: John Wiley and Sons.
[47]
Daniele Quercia, Renaud Lambiotte, David Stillwell, Michal Kosinski and Jon Crowcroft. 2012. The Personality of Popular Facebook Users. ACM Conference on Computer Supported Cooperative Work. Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work, 955--964.
[48]
Shifa Rahman. 2014. Effect of personality factor on achievement motivation. Indian Journal of Health and Wellbeing, 5, 1: 40--45.
[49]
Reinhard Selten. 1990. Bounded Rationality. Journal of Institutional and Theoretical Economics, 146, 4: 649--658.
[50]
Jianqiang Shen, Oliver Brdiczka, Nicolas Ducheneaut, Nicholas Yee and Bo Begole. 2012. Inferring Personality of Online Gamers by Fusing Multiple-View Predictions. User Modeling, Adaptation, and Personalization, 7379, 261--273.
[51]
Marcin Skowron, Bruce Ferwerda, Marko Tkalcic and Markus Schedl. 2016. Fusing Social Media Cues: Personality Prediction from Twitter and Instagram. In Proceedings of the 25th International World Wide Web Conference Companion.
[52]
Matthew S. Stanford and Ernest S. Barratt. 1992. Impulsivity and the Multi-Impulsive Personality Disorder. Personality and Individual Differences, 13, 7: 831--834.
[53]
Laura R. Stroud, Peter Salovey and Elissa S. Epel. 2002. Sex differences in stress responses: Social ejection versus achievement stress. Biological Psychiatry, 2, 18--3327.
[54]
Ola Svenson and Benson Lehman. 1993. Framing and time pressure in decision making. In Time Pressure and Stress in Human Judgment and Decision Making. New York: Plenum Press.
[55]
Edward O. Thorp. 1966.Beat the Dealer: A Winning Strategy for the Game of Twenty One. NY: Vintage Books, a division of Random House, Inc.
[56]
Edward O. Thorp. 1984. The Mathematics of Gambling. http://www.bjmath.com/bjmath/thorp/tog.htm.
[57]
Marko Tkalcic and Li Chen. 2015. Personality and Recommender Systems. In Recommender Systems Handbook, Springer US. 715--739.
[58]
Kathleen D. Vohs, Roy F. Baumeister and George Loewenstein. 2007. Do Emotions Help or Hurt Decision Making? ISBN: 978-0--87154--877--1
[59]
Michael B.Walker, Syvana Sturevska and Duncan Turpie. 2000. The Quality of Blackjack Play in Australian Casinos. In Finding the Edge: Mathematical Analysis of Casino Games 2000, 151--160.
[60]
Gregory D. Webster and Laura C. Crysel. 2012. "Hit me, Maybe, One More Time": Brief Measures of Impulsivity and Sensation Seeking and their Prediction of Blackjack Bets and Sexual Promiscuity. Journal of Research in Personality, 46, 591--598.
[61]
Martha C. Whiteman, Gerald Matthews and Ian J. Deary. 2004. Personality traits (2nd ed.). Cambridge, England: Cambridge University Press.
[62]
Stephen P. Whiteside and Donald R. Lynam. 2001. The Five Factor Model and Impulsivity: Using a Structural Model of Personality to Understand Impulsivity. Personality and Individual Differences, 30, 4: 669--689.
[63]
Stanford Wong.2003. Basic Blackjack. Pi Yee Press.
[64]
Dan Zakay. 1993. The Impact of Time Perception Processes on Decision Making under Time Stress. In Time Pressure and Stress in Human Judgment and Decision Making, 59--72. New York: Plenum Press.

Cited By

View all
  • (2022)SARCPInternational Journal of Decision Support System Technology10.4018/IJDSST.28669114:1(1-21)Online publication date: 11-Mar-2022
  • (2021)Who am I? - Development and Analysis of an Interactive 3D Game for Psychometric TestingProceedings of the 2021 Australasian Computer Science Week Multiconference10.1145/3437378.3442688(1-10)Online publication date: 1-Feb-2021
  • (2018)Gamers' Behaviour and Communication Analysis in Massively Multiplayer Online Games: A Survey2018 2nd National and 1st International Digital Games Research Conference: Trends, Technologies, and Applications (DGRC)10.1109/DGRC.2018.8712055(61-69)Online publication date: Nov-2018
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image ACM Conferences
HUMANIZE '17: Proceedings of the 2017 ACM Workshop on Theory-Informed User Modeling for Tailoring and Personalizing Interfaces
March 2017
82 pages
ISBN:9781450349055
DOI:10.1145/3039677
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 13 March 2017

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. factor extraction
  2. games
  3. personality traits
  4. user modeling

Qualifiers

  • Research-article

Conference

IUI'17
Sponsor:

Acceptance Rates

HUMANIZE '17 Paper Acceptance Rate 2 of 4 submissions, 50%;
Overall Acceptance Rate 2 of 4 submissions, 50%

Upcoming Conference

IUI '25

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)2
  • Downloads (Last 6 weeks)1
Reflects downloads up to 21 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2022)SARCPInternational Journal of Decision Support System Technology10.4018/IJDSST.28669114:1(1-21)Online publication date: 11-Mar-2022
  • (2021)Who am I? - Development and Analysis of an Interactive 3D Game for Psychometric TestingProceedings of the 2021 Australasian Computer Science Week Multiconference10.1145/3437378.3442688(1-10)Online publication date: 1-Feb-2021
  • (2018)Gamers' Behaviour and Communication Analysis in Massively Multiplayer Online Games: A Survey2018 2nd National and 1st International Digital Games Research Conference: Trends, Technologies, and Applications (DGRC)10.1109/DGRC.2018.8712055(61-69)Online publication date: Nov-2018
  • (2017)IUI'17 Companion-Workshop Summary for HUMANIZE'17Companion Proceedings of the 22nd International Conference on Intelligent User Interfaces10.1145/3030024.3040247(13-15)Online publication date: 7-Mar-2017

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media