A practical approach to bayesian student modeling

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 1452, Issue , 1998, Pages 424-433

  Murray, William R ^a  

^a Teknowledge Corporation   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; COMPLEX NETWORKS; COMPUTER AIDED INSTRUCTION; INTELLIGENT VEHICLE HIGHWAY SYSTEMS; KNOWLEDGE BASED SYSTEMS; PROBABILITY DISTRIBUTIONS;

ASSESSMENT APPROACHES; BAYESIAN STUDENT MODELING; CERTAINTY FACTORS; CONDITIONAL INDEPENDENCES; CONDITIONAL PROBABILITIES; INTELLIGENT TUTORING SYSTEM; MODEL PARAMETERS; PERFORMANCE DATA;

STUDENTS;

EID: 79951895138     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-68716-5_48     Document Type: Conference Paper

References (8)

1. Clancey, W. J. Knowledge-based Tutoring-The GUIDON Program. MIT Press.
2. Collins, J.A.; Greer, J.E.; and Huang, S.H. “Adaptive Assessment Using Granularity Hierarchies and Bayesian Nets”. Lecture Notes in Computer Science 1086. Proceedings of the Third International Conference, ITS’96. Frasson, Gauthier, and Lesgold (eds.), Springer, 1996, pp. 569-577.
3. Conati C., and VanLehn K. POLA: A student modeling framework for probabilistic on-line assessment of problem solving performance. Proceedings of UM-96, Fifth International Conference on User Modeling.
4. McCalla, G.I. and Greer, J.E. “Granularity-Based Reasoning and Belief Revision in Student Models” Student Models: The Key to Individualized Educational Systems, J. Greer and G. McCalla (eds.), New York: Springer Verlag, 1994, pp. 39-62.
5. Intelligent Tools and Instructional Simulations-the Desktop Associate, Final Report. Teknowledge Corporation. Submitted to Armstrong Laboratory, Aircrew Training Research Division October 1997. Contract Number N66001-95-D-8642/0003.
6. Reyes, J. “A Belief Net Backbone for Student Modeling”. Lecture Notes in Computer Science 1086. Proceedings of the Third International Conference, ITS’96. Frasson, Gauthier, and Lesgold (eds.), Springer, 1996, pp. 596-604.
7. Russell, S.; and Norvig, P. Artificial Intelligence, a Modern Approach. Prentice Hall. 1995.
8. Van Lehn, K. Personal communcation.