A Trace-Based Learner Modelling Framework for Technology-Enhanced Learning Systems

In this paper we present a general framework to describe a trace-based learner modelling process. This framework includes three knowledge models: the first model is an explicit representation of observations about learner’s interactions with a TEL-system, the second model describes the structure and elements describing the Learner Model and the last model describes the main knowledge elements types that could be required to calculate and infer learner profile elements (leaner individual features).

[1]  Judith D. Wilson,et al.  Artificial Intelligence and Tutoring Systems , 1990 .

[2]  Pierre Dillenbourg,et al.  A Framework for Learner Modelling , 1992, Interact. Learn. Environ..

[3]  Raymund Sison,et al.  Student Modeling and Machine Learning , 1998 .

[4]  Peter Brusilovsky Künstliche Intelligenz Adaptive and Intelligent Technologies for Web-based Education , 1999 .

[5]  Jean-Charles Marty,et al.  Monitoring Virtual Classroom: Visualization Techniques to Observe Student Activities in an e-Learning System , 2006 .

[6]  Jean-Charles Marty,et al.  Monitoring Virtual Classroom: Visualization Techniques to Observe Student Activities in an e-Learning System , 2006, Sixth IEEE International Conference on Advanced Learning Technologies (ICALT'06).

[7]  Peter Dolog Engineering Adaptive Web Applications , 2006, Künstliche Intell..

[8]  Sebastián Ventura,et al.  Educational data mining: A survey from 1995 to 2005 , 2007, Expert Syst. Appl..

[9]  Cédric d'Ham,et al.  Scaffolding the students' activity of experimental design with a dedicated software: copex-chimie , 2009 .

[10]  Yannick Prié,et al.  A Trace-Based Systems Framework : Models, Languages and Semantics , 2009 .

[11]  Yannick Prié,et al.  A Trace-Based System for Technology-Enhanced Learning Systems Personalisation , 2009, 2009 Ninth IEEE International Conference on Advanced Learning Technologies.

[12]  Beverly Park Woolf,et al.  Student Modeling , 2010, Advances in Intelligent Tutoring Systems.