Multimodal learning analytics

ACM International Conference Proceeding Series

Volumn , Issue , 2013, Pages 102-106

  Blikstein, Paulo ^a  

^a STANFORD UNIVERSITY   (United States)

Author keywords

assessment; constructionism; constructivism; learning analytics; multimodal interaction

Indexed keywords

ASSESSMENT; CONSTRUCTIONISM; CONSTRUCTIVISM; LEARNING ANALYTICS; MULTI-MODAL INTERACTIONS;

COMPUTER APPLICATIONS;

TEACHING;

EID: 84876503164     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2460296.2460316     Document Type: Conference Paper

References (23)

1. Amershi, S., & Conati, C. 2009. Combining Unsupervised and Supervised Classification to Build User Models for Exploratory Learning Environments. Journal of Educational Data Mining, 1(1), 18-71.
2. Baker, R. & Yacef, K. 2009. The State of Educational Data Mining in 2009: A Review and Future Visions. Journal of Educational Data Mining, 1(1).
3. Baker, R. S., Corbett, A. T., Koedinger, K. R., & Wagner, A. Z. 2004. Off-task behavior in the cognitive tutor classroom: when students "game the system". Proceedings of the SIGCHI conference on Human factors in computing systems.
4. Blikstein, P. 2011. Using learning analytics to assess students' behavior in open-ended programming tasks, in Proceedings of the 1st International Conference on Learning Analytics and Knowledge. ACM: Banff, Canada. 110-116.
5. Barron, B., & Darling-Hammond, L. 2010. Prospects and challenges for inquiry-based approaches to learning: OECD.
6. Beck, J. E., & Sison, J. 2006. Using Knowledge Tracing in a Noisy Environment to Measure Student Reading Proficiencies. International Journal of Artificial Intelligence in Education, 16(2), 129-143.
7. Chris Manning and Hinrich Schütze, Foundations of Statistical Natural Language Processing, MIT Press.
8. D'Mello, S., Craig, S., Witherspoon, A., McDaniel, B., & Graesser, A. 2008. Automatic detection of learner's affect from conversational cues. User Modeling and User-Adapted Interaction, 18(1), 45-80.
9. Dewey, J. 1902. The school and society. U of Chicago Press.
10. Dutson, A. J., Todd, R. H., Magleby, S. P., & Sorensen, C. D. 1997. A Review of Literature on Teaching Engineering Design through Project-Oriented Capstone Courses. J of Engineering Education, 86(1), 17-28.
11. Dym, C. L. 1999. Learning Engineering: Design, Languages, and Experiences. J of Engineering Education, 145-148.
12. Freire, P. 1970. Pedagogia do Oprimido. Paz e Terra, Rio de Janeiro.
13. Kirschner, P. A., Sweller, J., & Clark, R. E. 2006. Why minimal guidance during instruction does not work: An analysis of the failure of constructivist, discovery, problem-based, experiential, and inquiry-based teaching. Educational Psychologist, 41(2), 75-86. (Pubitemid 43837408)
14. Klahr, D., & Nigam, M. 2004. The equivalence of learning paths in early science instruction. Psychological Science, 15(10), 661.
15. Levy, F., & Murnane, R. J. 2004. The new division of labor: How computers are creating the next job market: Princeton University Press.
16. Montessori, M. 1965. Spontaneous activity in education. Schocken Books, New York.
17. Pang, Bo and Lillian Lee. 2008. Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval 2(1): 1-135.
18. Papert, S. 1980. Mindstorms: children, computers, and powerful ideas. Basic Books, New York.
19. Piech, C., et al. Modeling how students learn to program. 2012. In Proceedings of the 43rd ACM Symposium on Computer Science Education (SIGCSE '12). ACM.
20. Rus, V., Lintean, M. and Azevedo, R. 2009. Automatic Detection of Student Mental Models During Prior Knowledge Activation in MetaTutor. In Proc. of the 2nd Int. Conference on Educational Data Mining. 161-170.
21. Worsley, M. and Blikstein P. 2011. What's an Expert? Using learning analytics to identify emergent markers of expertise through automated speech, sentiment and sketch analysis. In Proceedings for the 4th Annual Conference on Educational Data Mining, Eindhoven, The Netherlands.
22. Worsley, M. and Blikstein P. 2012. A Framework for Characterizing Student Changes in Student Identity During Constructionist Learning Activities. Proceedings of Constructionism 2012, Athens, Greece.
23. Worsley, M. and Blikstein, P. 2013. Toward the Development of Multimodal Action Based Assessment. In Proceedings for the 2013 Learning Analytics and Knowledge (LAK 2013) Conference, Leuven, Belgium.