Title
Development of an adaptive learning system with two sources of personalization information
Abstract
Previous research of adaptive learning mainly focused on improving student learning achievements based only on single-source of personalization information, such as learning style, cognitive style or learning achievement. In this paper, an innovative adaptive learning approach is proposed by basing upon two main sources of personalization information, that is, learning behavior and personal learning style. To determine the initial learning styles of the students, the [Keefe, J. W. (1987). Learning Styles: Theory and Practice. Reston, VA: National Association of Secondary School Principals.] questionnaire is employed in our approach. To more precisely reflect the learning behaviors of each student, the interactions and learning results of each student are analyzed when adjusting the subject materials. Based on the innovative approach, an adaptive learning system has been developed; moreover, an experiment was conducted to evaluate the performance of our approach. By analyzing the results from three groups of students using different adaptive learning approaches, it can be found that the innovative approach is helpful in improving both the learning achievement and learning efficiency of individual students.
Year
DOI
Venue
2008
10.1016/j.compedu.2007.08.002
Computers & Education
Keywords
Field
DocType
personal learning style,personalization,innovative approach,individual student,personalization information,j. w.,different adaptive,learning style,adaptive learning,initial learning style,innovative adaptive,cognitive style,computer-assisted learning,learning styles,educational technology,instructional design,personalized learning
Experiential learning,Educational technology,Learning sciences,Collaborative learning,Computer science,Knowledge management,Synchronous learning,Pedagogy,Cooperative learning,Blended learning,Adaptive learning
Journal
Volume
Issue
ISSN
51
2
Computers & Education
Citations 
PageRank 
References 
82
4.17
8
Authors
4
Name
Order
Citations
PageRank
Judy C. R. Tseng147029.81
Hui-chun Chu267342.23
Gwo-Jen Hwang33399217.05
Chin-Chung Tsai42269164.88