Prediction of players' motivational states using Electrophysiological Measures during Serious Game Play

Proceedings - 10th IEEE International Conference on Advanced Learning Technologies, ICALT 2010

Volumn , Issue , 2010, Pages 498-502

  Derbali, Lotfi ^a   Frasson, Claude ^a  

^a UNIVERSITÉ DE MONTRÉAL   (Canada)

Author keywords

Heart rate; Learning; Motivation; Multiple linear regression; Power spectral EEG; Serious game; Skin conductance

Indexed keywords

HEART RATES; LEARNING; MULTIPLE LINEAR REGRESSIONS; POWER SPECTRAL; SERIOUS GAMES; SKIN CONDUCTANCE;

ELECTROPHYSIOLOGY; LINEAR REGRESSION;

MOTIVATION;

EID: 78049314134     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICALT.2010.143     Document Type: Conference Paper

References (23)

1. T. S. Chan, and T. C. Ahern, "Targeting motivation adapting flow theory to instructional design," Journal of Educational Computing Research, 21 (2), 1999, pp. 152-163.
2. N. Whitton, "Motivation and computer game based learning," Proc. ASCILITE (Singapore), 2007, pp. 1063-1067.
3. A. Tychsen, M. Hitchens, and T. Brolund, "Motivations for play in computer role-playing games," Future Play, 2008, pp. 57-64.
4. Y. Cai, B. Lu, Z. Fan, C. Indhumathi, K. T. Lim, C. W. Chan, Y. Jian, and L. Li, "Bio-edutainment: Learning life science through X gaming," Computers & Graphics, 30(1), 2006, pp. 3-9.
5. C. D. Coles, D. C. Strickland, L. Padgett, and L. Bellmoff, "Games that Work: Using computer games to teach alcohol-affected children about fire and street safety," Research in Developmental Disabilities, 28(5), 2007, pp. 518-530.
6. R. M. Bottino, L. Ferlino, M. Ott, and M. Tavella, "Developing strategic and reasoning abilities with computer games at primary school level," Computers & Education, 49(4), 2007, pp.1272-1286.
7. D. Kramer, "Predictions of Performance by EEG and Skin Conductance," Indiana Undergraduate Journal of Cognitive Science, 2, 2007, pp. 3-13.
8. A. Brogni, V. Vinayagamoorthy, A. Steed, and M. Slater, "Variations in physiological responses of subjects during different stages of an immersive virtual environment experiment," Proc. ACM Symposium on Virtual Reality Software and Technology: 2006. pp. 376-382.
9. M. Salminen and N. Ravaja, "Oscillatory brain responses evoked by video game events: The case of Super Monkey Ball 2," CyberPsychology & Behavior, 10, 2007, pp. 330-338.
10. C. Sheikholeslami, H. Yuan, E. J. He, X. Bai, L. Yang, and B. He, "A High Resolution EEG Study of Dynamic Brain Activity during Video Game Play," Proc. 29th Annual International Conference IEEE Engineering in Medicine and Biology Society, 2007, pp. 2489-2491.
11. T. W. Malone and M. R. Lepper, "Making Learning Fun: A Taxonomy of Intrinsic Motivations for Learning," In R.E. Snow and M.J. Farr (eds), Aptitude, learning and instruction III: Cognitive and affective process analysis. Hillsdale, NJ, Lawrence Erlbaum: 1987. pp. 223-253.
12. M. Prensky, Digital Game-Based Learning. New York: McGraw Hill, 2001.
13. W. L. Johnson and S. Wu, "Assessing Aptitude for Learning with a Serious Game for Foreign Language and Culture," Proc. Intelligent Tutoring Systems, 2008, pp. 520-529.
14. D. McDonald, Engaged learning: turning students on to learning, (www.shc.edu/mcdonald/SharedResources/EngagedLearningArticle.htm), 2000.
15. E. L. Deci and R.M. Ryan, "Intrinsic motivation and self-determination in human behavior," New York: Plenum Publishing Co, 1985.
16. R. M. Ryan, C. Rigby, and A. Przybylski, "The motivational pull of video games: A self-determination theory approach," Motivation and Emotion, 30(4), 2006, pp. 344-360.
17. R. Garris, R. Ahlers, and J.E. Driskell, "Games, motivation, and learning: a research and practice model," Simulation & Gaming, 33(4), 2002, pp. 441-467.
18. J. M. Keller, "Development and use of the ARCS model of motivational design," Journal of Instructional Development, 10(3), 1987, pp. 2-10.
19. J. M. Keller, "IMMS: Instructional materials motivation survey," Florida State University. 1987.
20. P. D. Welch, "The Use of Fast Fourier Transform for the Estimation of Power Spectra: A Method Based on Time Averaging Over Short, Modified Periodograms," IEEE Audio Electroacoustics,15(6): 1967, pp. 70-73.
21. R. J. Davidson, P. Ekman, C. Saron, J. Senulis, and W. V. Freisen, "Approach/withdrawal and cerebral asymmetry: emotional expression and brain physiology," I. Journal of Personality and Social Psychology, 58, 1990, pp. 330-341.
22. L. A. Kirkpatrick and B. C. Feeney, A simple guide to SPSS for windows for version 14.0. Belmont, CA: Wadsworth, 2007.
23. E. Pellouchoud, M. E. Smith, L. McEvoy, and A. Gevins, "Mental effort related EEG modulation during video game play: Comparison between juvenile epileptic and normal control subjects," Epilepsia, 40, Supple 4: 1999, pp. 38-43.