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Autor/inn/enCocea, Mihaela; Magoulas, George D.
TitelDesign and Evaluation of a Case-Based System for Modelling Exploratory Learning Behavior of Math Generalization
QuelleIn: IEEE Transactions on Learning Technologies, 10 (2017) 4, S.436-449 (14 Seiten)Infoseite zur Zeitschrift
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ZusatzinformationORCID (Cocea, Mihaela)
Spracheenglisch
Dokumenttypgedruckt; online; Zeitschriftenaufsatz
ISSN1939-1382
DOI10.1109/TLT.2017.2661310
SchlagwörterGeneralization; Mathematics Instruction; Computer Simulation; Discovery Learning; Educational Environment; Foreign Countries; Student Behavior; Problem Solving; Design; Concept Formation; Models; Evaluation; United Kingdom
AbstractExploratory learning environments (ELEs) promote a view of learning that encourages students to construct and/or explore models and observe the effects of modifying their parameters. The freedom given to learners in this exploration context leads to a variety of learner approaches for constructing models and makes modelling of learner behavior a challenging task. To address this issue, we propose a learner modelling mechanism for monitoring learners' actions when constructing/exploring models by modelling sequences of actions reflecting different strategies in solving a task. This is based on a modified version of case-based reasoning for problems with multiple solutions. In our formulation, approaches to explore the task are represented as sequences of simple cases linked by temporal and dependency relations, which are mapped to the learners' behavior in the system by means of appropriate similarity metrics. This paper presents the development and validation of the modelling mechanism. The model was validated in the context of an ELE for mathematical generalisation using data from classroom sessions and pedagogically-driven learning scenarios. (As Provided).
AnmerkungenInstitute of Electrical and Electronics Engineers, Inc. 445 Hoes Lane, Piscataway, NJ 08854. Tel: 732-981-0060; Web site: http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4620076
Erfasst vonERIC (Education Resources Information Center), Washington, DC
Update2020/1/01
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