Evaluating a Bayesian Student Model of Decimal Misconceptions

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Authors

applications of educational data mining, evaluation of student models is essential for an adaptive educational system. This paper describes the evaluation of a Bayesian model of student misconceptions in the domain of decimals. The Bayesian model supports a remote adaptation service for an Intelligent Tutoring System within a project focused on adaptively presenting erroneous examples to students. We have evaluated the accuracy of the student model by comparing its predictions to the outcomes of students' logged interactions from a study with 255 school children. Students' logs were used for retrospective training of the Bayesian network parameters. The accuracy of the student model was evaluated from three different perspectives: its ability to predict the outcome of an individual student's answer, the correctness of the answer, and the presence of a particular misconception. The results show that the model's predictions reach a high level of precision, especially in predicting the presence of student misconceptions.

Original languageEnglish
Title of host publicationProceedings of the 4th International Conference on Educational Data Mining (EDM 2011)
EditorsM. Pechenizkiy, T. Calders, C. Conati, S. Ventura, C. Romero, J. Stamper
Number of pages5
PublisherEindhoven University Press
Publication date2011
Pages301-305
ISBN (print)978-90-386-2537-9
Publication statusPublished - 2011
Externally publishedYes
EventInternational Conference on Educational Data Mining - EDM 2011 - Eindhoven, Netherlands
Duration: 06.07.201108.07.2011
Conference number: 4
http://educationaldatamining.org/EDM2011/

    Research areas

  • Mathematics
  • Bayesian networks, Bayesian student modeling, Student model evaluation

Recently viewed

Activities

  1. Für ein besseres Verständnis der Bezugspunkte in der Verhandlungsforschung und -theorie
  2. SON 2020+2: International Workshop on Dynamics, Optimization, and Computation
  3. How stereotypes affect grading and tutorial feedback: Shifting evaluations or shifting standards?
  4. The importance of scales for legitimate and effective participatory environmental governance. Findings from a multi-level comparative case study of implementing the Water Framework Directive (with D. Schulz)
  5. 27st IEEE International Conference on Methods and Models in Automation an Robotics (MMAR)
  6. The effects of pragmatic intervention on directive speech acts in a virtual exchange CLIL context at university level.
  7. Digital, open and collaborative: New teaching formats for times of crisis – and beyond?
  8. Workshop „links4science”
  9. Effects of a seminar on mathematical modelling with MathCityMap
  10. Digitalization and Organizational Learning: Use the Double-Loop
  11. The Role of Public Participation in Managing Uncertainty in the Implementation of the Water Framework Directive (with C. Pahl-Wostl, and K. Sigel)
  12. Methods of boundary work for inter- and transdisciplinary research.
  13. Of Age Effects and the Role of Psychomotor Abilities and Practice when Using Interaction Devices
  14. Vortrag: Assessing and Managing Sustainable Business Models - A Status Update
  15. Comfort and Adaptive Cruise Control in Highly Automated Vehicles
  16. Memory Acts: Memory without Representation.: Theoretical and Methodological Suggestions
  17. 13th IWH-CIREQ Macroeconometric Workshop: Macro-econometrics and Panel Data - IWH-CIREQ 2012
  18. HyperKult IX - Computer als Medium: Augmented Space 2000
  19. Knowledge-based views on Innovation: What's in it for schools?

Publications

  1. Loss systems in a random environment: steady state analysis
  2. Sliding Mode Control of an Inductive Power Transmission System with Maximum Efficiency
  3. Introduction
  4. Bayesian Parameter Estimation in Green Business Process Management
  5. Soft Optimal Computing Methods to Identify Surface Roughness in Manufacturing Using a Monotonic Regressor
  6. Transfer operator-based extraction of coherent features on surfaces
  7. A Review of the Application of Machine Learning and Data Mining Approaches in Continuum Materials Mechanics
  8. Performance incentives in activity-based management
  9. Experiments on the Fehrer-Raab effect and the ‘Weather Station Model’ of visual backward masking
  10. Special Issue in Acquisitional Pragmatics in Foreign Language Learning
  11. Database on Learning for Sustainable Development – analysis of projects
  12. Kit based motion generator for a soft walking robot
  13. The identification of up-And downstream industries using input-output tables and a firm-level application to minority shareholdings
  14. PD/PID-switching control as a human-machine interface for a semi-autonomous driver in automobiles
  15. On the Difficulty of Forgetting
  16. Need Satisfaction and Optimal Functioning at Leisure and Work: A Longitudinal Validation Study of the DRAMMA Model
  17. The structure of emotions in learning situations
  18. Assessment of cognitive load in multimedia learning using dual-task methodology
  19. Understanding Partnering Strategies in the Low-Code Platform Ecosystem
  20. Detection of coherent oceanic structures via transfer operators
  21. The role of spatial ability in learning from instructional animations - Evidence for an ability-as-compensator hypothesis
  22. Introduction: The representative turn in EU studies
  23. Soft Skills for Hard Constraints
  24. Application of feedforward artificial neural network in Muskingum flood routing
  25. Temporal processes in prime–mask interaction
  26. Diffusion patterns in small vs. large capital markets-the case of value-based management
  27. A MODEL FOR QUANTIFICATION OF SOFTWARE COMPLEXITY
  28. Challenges and boundaries in implementing social return on investment
  29. Should learners use their hands for learning? Results from an eye-tracking study
  30. Duration of Organizational Decision Processes in Organizations in View of Simulation Calculations