Arroyo, I. Woolf, B. Inferring learning and attitudes from a Bayesian Network of log file data Proceedings of the 12th International Conference on Artificial Intelligence in Education. C.K. Looie, G. McCalla, B. Bredeweg, and J. Breuker, editors. Amsterdam: IOS Press, 2005. pp 33-40.
Arroyo, I. Martin, K. AgentX: Using Reinforcement Learning to Improve the Effectiveness of Intelligent Tutoring Systems. 564-572. James C. Lester, Rosa Maria Vicari, Fábio Paraguaçu (Eds.): Intelligent Tutoring Systems, 7th International Conference, ITS 2004, Maceiò, Alagoas, Brazil, August 30 - September 3, 2004, Proceedings. Lecture Notes in Computer Science 3220 Springer 2004.
Ferguson, K., Arroyo, I., Mahadevan, S, Woolf, B., Barto, A. Improving Intelligent Tutoring Systems: Using Expectation Maximization To Learn Student Skill Levels. Proceedings of the Intelligent Tutoring Systems, Taiwan, June, 2006.
Johns, J. Mahadeven, S. Woolf, B.P. Estimating Student Proficiency Using an Item Response Theory Model
Arroyo, I. Barto, A. Ferguson, K. Mahadevan, S. Woolf, B.P. Improving Intelligent Tutoring Systems: Using Expectation Maximization To Learn Student Skill Levels. Proceedings of the Intelligent Tutoring Systems, Taiwan, June, 2006.
Arroyo, I Barto, Fisher, D. A. Johns, J. Jonsson, A. Mahadevan, S. Mehranian, H. Woolf, B.P. Evaluating the Feasibility of Learning Student Models from Data
Beck, J.E. Beal, C.R. Woolf, B.P. ADVISOR: A machine learning architecture for intelligent tutor construction

Publicatons

Machine Learning and Educational Data Mining Methods