標題: A new approach for constructing the concept map
作者: Tseng, Shian-Shyong
Sue, Pei-Chi
Su, Jun-Ming
Weng, Jul-Feng
Tsai, Wen-Nung
資訊工程學系
Department of Computer Science
關鍵字: adaptive learning environments;concept map;data mining;testing records
公開日期: 1-Nov-2007
摘要: In recent years, e-learning system has become more and more popular and many adaptive learning environments have been proposed to offer learners customized courses in accordance with their aptitudes and learning results. For achieving the adaptive learning, a predefined concept map of a course is often used to provide adaptive learning guidance for learners. However, it is difficult and time consuming to create the concept map of a course. Thus, how to automatically create a concept map of a course becomes an interesting issue. In this paper, we propose a Two-Phase Concept Map Construction (TP-CMC) approach to automatically construct the concept map by learners' historical testing records. Phase 1 is used to preprocess the testing records; i.e., transform the numeric grade data, refine the testing records, and mine the association rules from input data. Phase 2 is used to transform the mined association rules into prerequisite relationships among learning concepts for creating the concept map. Therefore, in Phase 1, we apply Fuzzy Set Theory to transform the numeric testing records of learners into symbolic data, apply Education Theory to further refine it, and apply Data Mining approach to find its grade fuzzy association rules. Then, in Phase 2, based upon our observation in real learning situation, we use multiple rule types to further analyze the mined rules and then propose a heuristic algorithm to automatically construct the concept map. Finally, the Redundancy and Circularity of the concept map constructed are also discussed. Moreover, we also develop a prototype system of TP-CMC and then use the real testing records of students in junior high school to evaluate the results. The experimental results show that our proposed approach is workable. (C) 2005 Elsevier Ltd. All rights reserved.
URI: http://dx.doi.org/10.1016/j.compedu.2005.11.020
http://hdl.handle.net/11536/10146
ISSN: 0360-1315
DOI: 10.1016/j.compedu.2005.11.020
期刊: COMPUTERS & EDUCATION
Volume: 49
Issue: 3
起始頁: 691
結束頁: 707
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