Clustering the Students' Behavior on the e-Learning using the Density-Based Algorithm

Yuni Yamasari, Anita Qoiriah, Naim Rochmawati, Wiyli Yustanti, Atik Wintarti, Tohari Ahmad

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Citations (Scopus)

Abstract

The corona pandemic has changed the learning method from conventional to a more flexible one, such as through the internet. Consequently, students may have less direct interaction with teachers. This condition has made it difficult for teachers to monitor the students' behavior. This research works on this problem by focussing on the clustering of students' behavior using the DBSCAN, which is a density-based algorithm. Noises generated in this process can be considered students who do the uncommon behavior when taking the e-Learning system. Further, we evaluate the resulted clusters using the silhouette index to find their quality. The experimental result shows that the DBSCAN can differentiate clusters containing noises. By taking the silhouette index, the Manhattan distance parameter is superior to that of Euclidean..

Original languageEnglish
Title of host publicationProceedings - 2021 International Seminar on Application for Technology of Information and Communication
Subtitle of host publicationIT Opportunities and Creativities for Digital Innovation and Communication within Global Pandemic, iSemantic 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages22-27
Number of pages6
ISBN (Electronic)9781665428040
DOIs
Publication statusPublished - 18 Sept 2021
Event2021 International Seminar on Application for Technology of Information and Communication, iSemantic 2021 - Semarang, Indonesia
Duration: 18 Sept 202119 Sept 2021

Publication series

NameProceedings - 2021 International Seminar on Application for Technology of Information and Communication: IT Opportunities and Creativities for Digital Innovation and Communication within Global Pandemic, iSemantic 2021

Conference

Conference2021 International Seminar on Application for Technology of Information and Communication, iSemantic 2021
Country/TerritoryIndonesia
CitySemarang
Period18/09/2119/09/21

Keywords

  • DBSCAN
  • behavior
  • data mining
  • e-learning
  • silhouette
  • student

Fingerprint

Dive into the research topics of 'Clustering the Students' Behavior on the e-Learning using the Density-Based Algorithm'. Together they form a unique fingerprint.

Cite this