Partially observable sequential decision making for problem selection in an intelligent tutoring system

EDM 2011 - Proceedings of the 4th International Conference on Educational Data Mining

Volumn , Issue , 2011, Pages 327-328

  Brunskill, Emma ^a   Russell, Stuart ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EFFECTIVE TEACHING; INTELLIGENT TUTORING SYSTEM; KEY PARTS; PARTIALLY OBSERVABLE MARKOV DECISION PROCESS; SEQUENTIAL DECISION MAKING; STUDENT LEARNING;

COMPUTER AIDED INSTRUCTION; DATA MINING; EDUCATION COMPUTING;

TEACHING;

EID: 84857459511     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. Brunskill, E. and Russell, S. 2010. RAPID: A reachable anytime planner for imprecisely-sensed domains. In Proceedings of the Conference on Uncertainty in Artificial Intelligence.
2. Chi, M., VanLehn, K., and Litman, D. 2010. Do micro-level tutorial decisions matter: Applying reinforcement learning to induce pedagogical tutorial tactics. In Proceedings of the International Conference on Intelligent Tutoring Systems.
3. Conati, C., Gertner, A., and VanLehn, K. 2002. Using Bayesian networks to manage uncertainty in student modeling. Journal of User Modeling and User-Adapted Interaction 12, 371-417.
4. Corbett, A. and Anderson, J. 1995. Knowledge tracing: Modeling the acquisition of procedural knowledge. User Modeling and User-Adapted Interaction 4, 253-278.
5. Folsom-Kovarik, J., Sukthankar, G., Schatz, S., and Nicholson, D. 2010. Scalable POMDPs for diagnosis and planning in intelligent tutoring systems. In AAAI Fall Symposium on Proactive Assistant Agents.
6. Rafferty, A., Brunskill, E., Shafto, P., and Griffiths, T. 2011. Faster teaching by POMDP planning. In to appear in Proceedings of the 15th international conference on Artificial Intelligence in Education (AIED).
7. Sondik, E. 1971. The Optimal Control of Partially Observable Markov Processes. DTIC Research Report AD0730503.
8. Tehocharous, G., Beckwith, R., Butko, N., and Philipose, M. 2009. Tractable pomdp planning algorithms for optimal teaching in "SPAIS". In IJCAI PAIR Workshop.