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A visual recommender tool in a collaborative learning experience

delete2016-03-01
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Antonio R. Anaya *
M
Manuel Luque
M
Manuel Peinado
DOI:10.1016/j.eswa.2015.01.071delete
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Abstract

Abstract

En 中文
Collaborative learning incorporates a social component in distance education to minimize the disadvantages of studying in solitude. Frequent analysis of student interactions is required for assessing collaboration. Collaboration analytics arose as a discipline to study student interactions and to promote active participation in e-learning environments. Unfortunately, researchers have been more focused on finding methods to solve collaboration problems than on explaining the results to tutors and students. Yet if students do not understand the results of collaboration analysis methods, they will rarely follow their advice. In this paper we propose a tool that analyzes student interactions and visually explains the collaboration circumstances to provoke the self-reflection and promote the sensemaking about collaboration. The tool presents a visual explanatory decision tree that graphically highlights student collaboration circumstances and helps to understand the reasoning followed by the tool when prescribing a recommendation. An assessment of the tool has demonstrated: (1) the students collaboration circumstances showed by the tool are easy to understand and (2) the students could realize the possible actions to improve the collaboration process. (C) 2015 Elsevier Ltd. All rights reserved.
Keywords:
Recommender tool
Data mining
Influence diagram
Collaborative learning
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
3.0W
Citations:
10.2W

Organization

U
Universitat Politecnica de Valencia
Scholars:
1.5W
Papers: 1.4W
Citations: 18
U
universidad nacional de educacion a distancia (uned)
Scholars:
4.3K
Papers: 2.9K
Citations: 7
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