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ERIC Number: EJ1115346
Record Type: Journal
Publication Date: 2013
Pages: 32
Abstractor: As Provided
ISSN: EISSN-2157-2100
Mining Data from Interactions with a Motivational-Aware Tutoring System Using Data Visualization
Rebolledo-Mendez, Genaro; Du Boulay, Benedict; Luckin, Rosemary; Benitez-Guerrero, Edgard Ivan
Journal of Educational Data Mining, v5 n1 p72-103 2013
Tutoring systems are a common tool for delivering educational content and recent advances in this field include the detection of and reaction to learners' motivation. A data set derived from interactions in a tutoring system and its motivationally-aware variant provided opportunities to discover patterns of behavior in connection with motivational feedback. The data collected consists of individual log files capturing the behavior of the learner during his/her interaction with the system. To mine this data, techniques were employed to discover patterns of interest when motivational scaffolding was provided by the tutoring system. A graph was constructed to visualize these patterns and to identify significant transitions derived from dyads of actions. This is a first step towards analyzing behaviors when motivational scaffolding is provided in a tutoring system. Work for the future consists of investigating the patterns' impact on learning with the motivationally-aware tutoring system.
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Publication Type: Journal Articles; Reports - Research
Education Level: Elementary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: United Kingdom (England)
Grant or Contract Numbers: N/A