Towards a negotiable student model for constraint-based ITSs

Much research has been done on open student models within adaptive educational systems. It has been shown that allowing the student to view their student model is useful in the learning process. Open student models help support meta-cognitive process, such as self-reflection. Negotiable student models take this a step further, and allow students to negotiate and potentially modify their model. A few negotiable student models have been implemented, but only in relatively simple systems, and not integrated into a complex ITS. As such, it is not clearly known if negotiable student models pose a significant advantage over the traditional open student models. This research implements a basic negotiable student model into a version of a complex and internationally deployed ITS. Subjective evaluation is performed, and shows promising results. Participants felt the negotiable student model was both useful for learning, and enjoyable to use. With a few improvements, this negotiable student model implementation could be used in a wide-scale objective analysis to help determine the usefulness of negotiable student models.

[1]  Antonija Mitrovic,et al.  From Modelling Domain Knowledge to Metacognitive Skills: Extending a Constraint-Based Tutoring System to Support Collaboration , 2007, User Modeling.

[2]  Antonija Mitrovic,et al.  KERMIT: A Constraint-Based Tutor for Database Modeling , 2002, Intelligent Tutoring Systems.

[3]  Paul Brna,et al.  Opening up the Interpretation Process in an Open Learner Model , 2007, Int. J. Artif. Intell. Educ..

[4]  Judy Kay,et al.  Student Models that Invite the Learner In: The SMILI: () Open Learner Modelling Framework , 2007, Int. J. Artif. Intell. Educ..

[5]  L. S. Vygotskiĭ,et al.  Mind in society : the development of higher psychological processes , 1978 .

[6]  Tom Fenchel Little wonders , 1989, Nature.

[7]  Frederick Bennett Computers as Tutors: Solving the Crisis in Education , 1999 .

[8]  Susan Bull,et al.  Visual Attention in Open Learner Model Presentations: An Eye-Tracking Investigation , 2007, User Modeling.

[9]  Moffat Mathews,et al.  Analysing High-Level Help-Seeking Behaviour in ITSs , 2008, AH.

[10]  Antonija Mitrovic,et al.  An Intelligent SQL Tutor on the Web , 2003, Int. J. Artif. Intell. Educ..

[11]  B. Bloom The 2 Sigma Problem: The Search for Methods of Group Instruction as Effective as One-to-One Tutoring , 1984 .

[12]  John Self Bypassing the intractable problem of student modelling , 1988 .

[13]  H. Pain,et al.  ' Did I say what I think I said , and do you agree with me ? ' : Inspecting and Questioning the Student Model , 1995 .

[14]  Juan-Diego Zapata-Rivera Supporting Negotiated Assessment Using Open Student Models , 2001, User Modeling.

[15]  Stellan Ohlsson,et al.  Constraint-Based Student Modeling , 1994 .

[16]  H. Swanson Influence of Metacognitive Knowledge and Aptitude on Problem Solving. , 1990 .

[17]  Susan Bull,et al.  Children's Interactions with Inspectable and Negotiated Learner Models , 2008, Intelligent Tutoring Systems.

[18]  Gordon I. McCalla,et al.  "Open Learner Models: Future Research Directions" Special Issue of the IJAIED (Part 2) , 2007, Int. J. Artif. Intell. Educ..

[19]  Helen Pain,et al.  Effects of Inspecting Learner Models on Learners' Abilities , 2001 .

[20]  Vania Dimitrova,et al.  STyLE-OLM: Interactive Open Learner Modelling , 2003, Int. J. Artif. Intell. Educ..

[21]  Zygmunt Scheidlinger Computers as Tutors: Solving the Crisis in Education , 1999, J. Educ. Technol. Soc..

[22]  Gordon I. McCalla,et al.  Open Learner Models: Research Questions , 2007 .

[23]  Antonija Mitrovic,et al.  Evaluating the Effect of Open Student Models on Self-Assessment , 2007, Int. J. Artif. Intell. Educ..

[24]  Antonija Mitrovic,et al.  Intelligent tutors for all: Constraint-based modeling methodology, systems and authoring , 2007 .

[25]  Carol K. K. Chan,et al.  Proceedings of The 17th International Conference on Computers in Education , 2009 .

[26]  Fotis Lazarinis,et al.  Analyze Me: Open Learner Model in an Adaptive Web Testing System , 2007, Int. J. Artif. Intell. Educ..

[27]  Mia Stern,et al.  Applications of AI in education , 1996, CROS.

[28]  J. Dewey How we think : a restatement of the relation of reflective thinking to the educative process , 1934 .

[29]  L. Vygotsky Mind in Society: The Development of Higher Psychological Processes: Harvard University Press , 1978 .

[30]  Claude Frasson,et al.  Intelligent Tutoring Systems: At the Crossroads of Artificial Intelligence and Education , 1990 .

[31]  Antonija Mitrovic,et al.  Supporting Learning by Opening the Student Model , 2002, Intelligent Tutoring Systems.

[32]  Antonija Mitrovic,et al.  An Intelligent Tutoring System for Entity Relationship Modelling , 2004, Int. J. Artif. Intell. Educ..

[33]  Susan Bull,et al.  See Yourself Write: A Simple Student Model to Make Students Think , 1997 .

[34]  Kurt VanLehn,et al.  Explaining Self-Explaining: A Contrast between Content and Generation , 2007, AIED.