DocumentCode :
2552026
Title :
Homogeneity and Enrichment: Two Metrics for Web Applications Assessment
Author :
Valsamidis, Stavros ; Kontogiannis, Sotirios ; Karakos, Alexandros ; Kazanidis, Ioannis
Author_Institution :
Dept. of Electr. & Comput. Eng., Democritus Univ. of Thrace, Xanthi, Greece
fYear :
2010
fDate :
10-12 Sept. 2010
Firstpage :
48
Lastpage :
52
Abstract :
Earlier studies suggest that educational institutions may further benefit from Learning Management Systems (LMSs) by generating reports regarding courses. That is, with the use of tools focus to assess student´s paths into course content. This paper affirms that educational meaningful information can be extracted from LMS student logged data and presents a methodology on how such findings may assist to the development of a reporting tool for educators. In the context of course assessment from student logged data, we introduce a new metric called homogeneity that extends the use of an older one, enrichment. We also propose a new algorithm that tries to qualify course content by classifying the course based on students´ course paths interest. We applied our algorithm to Open eClass LMS tracking data of an academic institution and we present the results identified in 12 courses along with interest insights. We leave for future development the creation of an automated tool of our algorithm implemented for the Open eClass platform.
Keywords :
computer aided instruction; data mining; educational administrative data processing; educational courses; information retrieval; pattern classification; Open eClass platform; Web application; course assessment; course classification; educational course; learning management system; student logged data; Classification algorithms; Clustering algorithms; Data mining; Electronic learning; Least squares approximation; Materials; Measurement; LMS courses; Web applications; algorithms; e-Learning; metrics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Informatics (PCI), 2010 14th Panhellenic Conference on
Conference_Location :
Tripoli
Print_ISBN :
978-1-4244-7838-5
Type :
conf
DOI :
10.1109/PCI.2010.41
Filename :
5600464
Link To Document :
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