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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Chien-Ming Chen Cheng-Hao Ma Bin-Shyan Jong Yen-Teh Hsia Tsong-Wuu Lin |
| Copyright Year | 2008 |
| Description | Author affiliation: Soochow Univ., Suzhou (Tsong-Wuu Lin) || Chung Yuan Christian Univ., Chungli (Chien-Ming Chen; Cheng-Hao Ma; Bin-Shyan Jong; Yen-Teh Hsia) |
| Abstract | Internet learning is different from traditional classroom teaching. This is because there is no actual contact between teachers and students; therefore, it is difficult for teachers to keep track of studentspsila learning conditions. By analyzing the learning portfolios of students studying through online learning, teachers can observe their learning activities. This study conducted a cluster analysis on each attribute of studentspsila learning portfolios. By observing the activities of individuals in each cluster and investigating their activities at every stage, the behavioral styles were determined and the appropriate warning messages were sent to students in certain clusters. The learning portfolio analysis system proposed in this study provides statistical and data mining techniques, focusing on studentspsila assignment grades, test results, and records of online learning portfolios, for explorative analysis. It also provides a remedial mechanism for teachers to send out adaptive warning messages according to studentspsila learning portfolios. The evaluation in this study demonstrates that the sent warning messages can affect studentspsila learning behaviors and achievements. |
| File Size | 529521 |
| File Format | |
| ISBN | 9781424419692 |
| ISSN | 01905848 |
| DOI | 10.1109/FIE.2008.4720414 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2008-10-22 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Data mining Portfolios Internet Education System testing Frequency conversion History Databases Control systems Performance analysis adaptive warning message Learning portfolio cluster analysis |
| Content Type | Text |
| Resource Type | Article |
| Subject | Education Computer Science Applications Software |
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