DocumentCode :
11420
Title :
Constructing Interpretative Views of Learners’ Interaction Behavior in an Open Learner Model
Author :
Papanikolaou, Kyparisia A.
Author_Institution :
Dept. of Educ., Sch. of Pedagogical & Technol. Educ., Heraklion, Greece
Volume :
8
Issue :
2
fYear :
2015
fDate :
April-June 1 2015
Firstpage :
201
Lastpage :
214
Abstract :
In this paper, we discuss how externalizing learners´ interaction behavior may support learners´ explorations in an adaptive educational hypermedia environment that provides activity-oriented content. In particular, we propose a model for producing interpretative views of learners´ interaction behavior and we further apply this model to INSPIREus for visualizing specific indicators. In the proposed approach, we collect raw data from learners´ interaction at various grains, model the state of interaction using a set of indicators that combine temporal, navigational and performance data with semantic data of content and available tools, and visualize this information alongside with comparative information coming from the instructor or peers. In this way, we provide users (learners, tutors, peers) with a mirror of learners´ behavior and a point of reference such as the instructor´s proposal or peers´ behavior, in order to enable monitoring and reflection. An empirical study with students is also described investigating how they interpret the visualizations of their interaction data provided by INSPIREus, the metacognitive skills they cultivate, and the personal data of peers they value for selecting collaborators. Preliminary results provide evidence about the understandability and expressiveness of the indicators of effort, progress, working style, and the visualizations used.
Keywords :
cognition; computer aided instruction; data acquisition; data visualisation; hypermedia; INSPIREus; activity-oriented content; adaptive educational hypermedia environment; information visualization; interaction data visualization; interaction state model; learner interaction behavior; metacognitive skills; navigational data; performance data; personal data; raw data collect; semantic data; temporal data; working style; Adaptation models; Adaptive systems; Collaboration; Context; Data models; Data visualization; Navigation; Adaptive hypermedia; Interaction Analysis; Open Learner Modeling; Visualization; interaction analysis; open learner modeling; visualization;
fLanguage :
English
Journal_Title :
Learning Technologies, IEEE Transactions on
Publisher :
ieee
ISSN :
1939-1382
Type :
jour
DOI :
10.1109/TLT.2014.2363663
Filename :
6936358
Link To Document :
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