Passively classifying student mood and performance within intelligent tutors

Educational Technology and Society

Volumn 15, Issue 2, 2012, Pages 101-114

  Sottilare, Robert A ^a   Proctor, Michael ^b  

^a US Army Research Laboratory Human Research and Engineering Directorate   (United States)

^b UNIVERSITY OF CENTRAL FLORIDA   (United States)

Author keywords

Adaptive tutoring system; Affect; Mood; One to one tutoring; Passive measures

Indexed keywords

EID: 84871557807     PISSN: 11763647     EISSN: 14364522     Source Type: Journal    
DOI: None     Document Type: Article

References (37)

1. Alexander, S., Sarrafzadeh, A., & Fan, C. (2003). Pay attention! The computer is watching: Affective tutoring systems. In A. Rossett (Ed.), Proceedings of the World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education 2003 (pp. 1463-1466). Chesapeake, VA: AACE.
2. Beck, J., Stern, M., & Haugsjaa, E. (1996). Applications of AI in education, Crossroads, 3(1).
3. Bickmore, T. & Picard, R.W. (2004). Towards caring machines. Proceedings of ACM CHI 2004 Conference on Human Factors in Computing Systems, Vienna, Austria, 1489-1492.
4. Bloom, B. S. (1984). The 2-sigma problem: The search for methods of group instruction as effective as one-to-one tutoring. Educational Researcher, 13(6), 4-16.
5. Broekens, J. & DeGroot, D. (2004). Scalable and flexible appraisal models for virtual agents. In N. E. Gough, & Q. H. Mehdi (Eds.), Proceedings of the International Conference on Computer Games: Artificial Intelligence, Design and Education (pp. 208- 215). Reading, UK: University of Wolverhampton School of Computing.
6. Burleson, W. & Picard, R. (2004, August). Affective agents: Sustaining motivation to learn through failure and a state of stuck. Paper presented at the Social and Emotional Intelligence in Learning Environments Workshop In conjunction with the 7th International Conference on Intelligent Tutoring Systems, Maceio-Alagoas, Brasil.
7. Cohen, J. (1992). Quantitative methods in psychology: A power primer. Psychological Bulletin, 112(1), 155-159.
8. Conati, C. & Maclaren, H. (2004). Evaluating a probabilistic model of student affect. Lecture Notes in Computer Science,3220, 55-66.
9. Core, M. G., Traum, D., Lane, H. C., Swartout, W., Marsella, S., Gratch, J., & van Lent, M. (2006) Teaching negotiation skills through practice and reflection with virtual humans. Simulation, 82(11), 685-702.
10. Csikszentmihalyi, M. (1990). Flow: The psychology of optimal experience. New York: Harper Perennial.
11. Davidson, R.J. (1994). On emotion, mood, and related affective constructs. In P. Ekman & R.J. Davidson (Eds.), The Nature of Emotion: Fundamental Questions (pp. 51-55). New York: Oxford University Press.
12. D'Mello, S. K., Craig, S. D., Sullins, J., & Graesser, A. C. (2006). Predicting affective states expressed through an emote-aloud procedure from autotutor's mixed-initiative dialogue. International Journal of Artificial Intelligence in Education, 16, 3-28.
13. D'Mello, S. & Graesser, A. (2007). Mind and body: Dialogue and posture for affect detection in learning environments. In R. Luckin, K. Koedinger, & J. Greer (Eds.), Proceedings of the 13th International Conference on Artificial Intelligence in Education (pp. 161-168). Amsterdam, The Netherlands: IOS Press.
14. Dillon, T.J. (1988). Questioning and teaching: A manual of practice. New York: Teachers College Press.
15. Gebhard, P. (2005). ALMA - A layered model of affect. In M. Pechoucek, D. Steiner, & S. G. Thompson (Eds.), Proceedings of the Fourth International Joint Conference on Autonomous Agents & Multi Agent Systems (pp. 29-36). New York: ACM.
16. Georgeff, M. & Lansky, A. (1987). Reactive reasoning and planning. In K. D. Forbus, & H. E. Shrobe (Eds.), Proceedings of the 6th National Conference on Artificial Intelligence (pp. 677-682). Seattle, Washington: Morgan Kaufmann.
17. Graesser, A. C. & Person, N. K. (1994). Question asking during tutoring. American Educational Research Journal, 31(1), 104- 137.
18. Graesser, A. C., Person, N. K., Harter, D., & Tutoring Research Group. (2001). Teaching tactics and dialog in AutoTutor. International Journal of Artificial Intelligence in Education, 12(3), 257-279.
19. Hernandez, Y., Noguez, J., Sucar, E., & Arroyo-Figueroa, G. (2006). Incorporating an Affective Model to an Intelligent Tutor for Mobile Robotics. Proceedings of the 36th Annual Frontiers in Education Conference (pp. 22-27). NY: IEEE.
20. Heylen, D., Nijholt, A., op den Akker R., & Vissers, M. (2003). Socially intelligent tutor agents. Lecture Notes in Computer Science, 2792, 341-347.
21. John, O.D. & Atof Inc. (2003). The big five personality test. [Personality test]. Retrieved October 23, 2006 from http://www.outofservice.com/bigfive/
22. Johnson, A. & Taatgen, N. (2005). User modeling. In R. W. Proctor & L.V. Kim-Phuong (Eds.), The handbook of human factors in Web design (pp. 424-438). Mahwah, NJ: Lawrence Erlbaum Associates, Inc.
23. Johnson, W.L., Rickel, J.W., & Lester, J.C. (2000). Animated pedagogical agents: Face-to-face Interaction in interactive learning environment. International Journal of Artificial Intelligence in Education, 11, 47-78.
24. Lang, P. J. (1980). Behavioral treatment and bio-behavioral assessment: Computer applications. In J. B. Sidowski, J. H. Johnson, & T. A. Williams (Eds.), Technology in mental health care delivery systems (pp. 119-137). Norwood, NJ: Ablex.
25. Linnenbrink, E. A. & Pintrich, P. R. (2002). Motivation as an enabler for academic success. School Psychology Review, 31(3), 313-327.
26. Loftin, B., Mastaglio, T., & Kenney, P. (2004). Outstanding research issues in intelligent tutoring systems (Research Report No. N61339-03-C-0156). Retrieved from http://www.mymicsurveys.com/site/files/pub_4.pdf
27. McCrae, R.R., & John, O.P. (1992). An introduction to the five-factor model and its applications. Special Issue: The five-factor model: Issues and applications. Journal of Personality, 60(2), 175-215.
28. McCrae, R.R. & Costa, P.T. (1994). The stability of personality: Observations and evaluations. Current Directions in Psychological Science, 3(6), 173-175.
29. McIntyre, G. & Göcke, R. (2007). Towards affective sensing. Lecture Notes in Computer Science, 4552, 411-420.
30. Mehrabian, A. (1996). Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in temperament. Current Psychology, 14(4), 261-292.
31. Morris, W. N, & Schnurr, P. P. (1989). Mood: The frame of mind. New York: Springer-Verlag. Neji, M., & Ammar, M. B. (2007). Agent-based collaborative affective e-learning framework. Electronic Journal of e-Learning, 5(2), 123 - 134.
32. Parunak, H., Bisson, R., Brueckner, S., Matthews, R., & Sauter, J. (2006). A Model of Emotions for Situated Agents. In H. Nakashima, M. P. Wellman, G. Weiss, & P. Stone (Eds.), Proceedings of the Fifth International Joint Conference on Autonomous Agents and Multiagent Systems (pp. 993-995). New York, USA: ACM.
33. Person, N. K., Graesser, A. C., & The Tutoring Research Group (2003). Fourteen facts about human tutoring: Food for thought for ITS developers. In V. Aleven, U. Hoppe, J. Kay, R. Mizoguchi, H. Pain, F. Verdejo, & K. Yacef (Eds.), Artificial Intelligence in Education 2003 Workshop Proceedings on Tutorial Dialogue Systems: With a View Toward the Classroom (pp. 335-344). Sydney, Australia: School of Information Technologies, University of Sydney.
34. Picard, R.W., Papert, S., Bender, W., Blumberg, B., Breazeal, C., Cavallo, D.,Stronhecker, C. (2004). Affective learning - A manifesto. BT Technology Journal, 22(4), 253-269.
35. Picard, R. (2006). Building an affective learning companion. [PowerPoint slides] Retrieved from http://www.its2006.org/ITS_keynote/ITS2006_01.pdf
36. Rodrigues, M., Novais, P., & Santos, M. F. (2005). Future challenges in Intelligent tutoring systems - A framework. In A. Méndez-Vilas, B. González-Pereira, J.A. Mesa González, (Eds.), Recent research developments in learning technologies: Proceedings from the International Conference on Multimedia, Information and Communications Technologies in Education (pp. 929-934). Badajoz, Spain: Formatex.
37. Salovey, P. & Mayer, J. D. (1990). Emotional intelligence. Imagination, Cognition, & Personality, 9(3), 185-211.