Analysing engineering expertise of high school students using eye tracking and multimodal learning analytics

Proceedings of the 6th International Conference on Educational Data Mining, EDM 2013

Volumn , Issue , 2013, Pages

  Gomes, July Silveira ^a   Yassine, Mohamed ^a   Worsley, Marcelo ^a   Blikstein, Paulo ^a  

^a STANFORD UNIVERSITY   (United States)

Author keywords

Constructionism; Eye tracking; Games; Multimodal learning analytics; Simulations; Spatial ability

Indexed keywords

COMPUTER GAMES; DATA MINING; EYE TRACKING; GEARS;

CONSTRUCTIONISM; GAMES; MULTI-MODAL LEARNING; SIMULATIONS; SPATIAL ABILITIES;

STUDENTS;

EID: 85084017840     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. AEHTMAN, R. L., C. S. GREEN, AND D. BAVELIER. 2003. Video games as a tool to train visual skills. Restorative Neurology and Neuroscience 26, 4354146.
2. BERNARDI LUFT, C. D., GOMES, J. S., PRIORI, D., & TAKASE, E. 2013. Using online cognitive tasks to predict mathematics low school achievement. Computers & Education. 67, 291-228.
3. BLIKSTEIN, P. 2012. Bifocal modeling: a study on the learning outcomes of comparing physical and computational models linked in real time. In Proceedings of the 14th ACM International Conference on Multimodal Interaction, Los Angeles, California, ACM, 257-264.
4. BLIKSTEIN, P. 2013. Multimodal Learning Analytics. In Proceedings of the Third International Conference on Learning Analytics and Knowledge, Leuven, Belgium, April 2013, ACM, 102-106.
5. BULL, R., & ESPY, K. A. 2006. Working memory, executive functioning, and children's mathematics. In S. J. Pickering (Ed.), Working Memory and Education, Burlington, MA: Academic Press, 94-123.
6. CHUANG, T-Y., AND WEI-FAN C. 2007. Effect of Computer-Based Video Games on Children: An Experimental Study. Educational Technology & Society 12, 2, 1-10.
7. FERGUSON, C. J., CRUZ, A. M., & RUEDA, S. M. 2008. Gender, video game playing habits and visual memory tasks. Sex Roles, 58, 3-4, 279-286.
8. PAPERT, S., Mindstorms: children, computers, and powerful ideas. 1980, New York: Basic Books.
9. POOLE, A., AND BALL, L. J. 2005. Eye Tracking in Human-Computer Interaction and Usability Research: Current Status and Future. Prospects, In C. Ghaoui (Ed.): Encyclopedia of Human-Computer Interaction. Pennsylvania.
10. WORSLEY, M. AND BLIKSTEIN, P. 2013. Towards the Development of Multimodal Action Based Assessment. In Proceedings of the Third International Conference on Learning Analytics and Knowledge. Proceedings April 2013, ACM, 94-101.
11. WIEDENBAUER, G., & JANSEN-OSMANN, P. 2008. Manual training of mental rotation in children. Learning and instruction, 18, 1, 30-41. [12] WU, H. K., & SHAH, P. 2004. Exploring visuospatial thinking in chemistry learning. Science Education, 88, 3, 465-492.
12. Wu, H. K., & Shah, P. (2004). Exploring visuospatial thinking in chemistry learning. Science Education, 88(3), 465-492.