DocumentCode :
2735308
Title :
A Framework for Assessing Usage of Web-Based e-Learning Systems
Author :
Chan, Chien-Chung
Author_Institution :
Univ. of Akron, Akron
fYear :
2007
fDate :
5-7 Sept. 2007
Firstpage :
147
Lastpage :
147
Abstract :
The knowledge of students enables an e-learning system to provide individualized lessons for each student. This paper presents the use of web usage mining method to discover the knowledge of students from their usage sequences. The structure of lessons offered by an e- learning system can be used as website ontology to facilitate usage mining. We also present a framework for representing assessment results and usage patterns by a hierarchy of flow graphs, which can be used as decision algorithms for evaluating relationships between usage patterns and performance of students. Usage patterns can be translated into decision rules or trees for predicting student performance and for providing timely lessons.
Keywords :
Web sites; data mining; decision trees; distance learning; ontologies (artificial intelligence); Web usage mining method; Web-based e-learning systems; Website ontology; decision algorithms; decision rules; decision trees; flow graphs hierarchy; usage patterns; usage sequences; Computer science; Electronic learning; Flow graphs; Intelligent systems; Learning systems; Ontologies; Sections; Testing; Tree graphs; Web server;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Innovative Computing, Information and Control, 2007. ICICIC '07. Second International Conference on
Conference_Location :
Kumamoto
Print_ISBN :
0-7695-2882-1
Type :
conf
DOI :
10.1109/ICICIC.2007.23
Filename :
4427792
Link To Document :
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