Adaptive Learning Support System Based on Automatic Recommendation of Personalized Review Materials

Autor/inn/en	Okubo, Fumiya; Shiino, Tetsuya; Minematsu, Tsubasa; Taniguchi, Yuta; Shimada, Atsushi
Titel	Adaptive Learning Support System Based on Automatic Recommendation of Personalized Review Materials
Quelle	In: IEEE Transactions on Learning Technologies, 16 (2023) 1, S.92-105 (14 Seiten)Infoseite zur Zeitschrift PDF als Volltext Verfügbarkeit
Zusatzinformation	ORCID (Okubo, Fumiya)
Sprache	englisch
Dokumenttyp	gedruckt; online; Zeitschriftenaufsatz
DOI	10.1109/TLT.2022.3225206
Schlagwörter	Learning Management Systems; Student Evaluation; Automation; Artificial Intelligence; Electronic Learning; Instructional Materials; Individualized Instruction + Suchen Sie Ihr Suchwort? Schulnote; Studentische Bewertung; Künstliche Intelligenz; Lehrmaterial; Lehrmittel; Unterrichtsmedien; Individualisierender Unterricht
Abstract	In this study, we propose an integrated system to support learners' reviews. In the proposed system, the review dashboard is used to recommend review contents that are adaptive to the individual learner's level of understanding and to present other information that is useful for review. The pages of the digital learning materials that are estimated to be insufficiently understood by each learner and the webpages related to those pages are recommended. As a method for estimating such pages, we consider extracting the pages related to the questions that were answered incorrectly. We examined the accuracy of matching each question with the pages of the learning materials. We also conducted an experiment to verify the usefulness of the system and its effect on learning using a review dashboard. In the experiment, the evaluation of the review dashboard indicated that at least half of the participants found it useful for most types of feedback. In addition, the rate of change in quiz scores was significantly higher in the group using the review dashboard, which indicates that using the review dashboard has the effect of improving learning. (As Provided).
Anmerkungen	Institute 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 von	ERIC (Education Resources Information Center), Washington, DC
Update	2024/1/01