• 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