Learning content personalization based on triple-factor learning type approach in e-learning

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

1 Citation (Scopus)

Abstract

One of the emerging issue in e-learning is to create adaptive learning based on learner's perspective. Adaptive learning can be realized through personalization of e-learning. Personalized learning help learners to use their best performance in order to reach learning goals based on their needs, preferences, and characteristics. To accomodate different characteristics of the learners, learning content personalization system based on triple-factor learning type was developed. The characteristics of 36 triple-factor learning type were used as input for learning content personalization algorithm to produce learning content that suitable for the learners's learning type. The algorithm implemented into a system which called SCELE-Personalization Dynamic E-learning. The system was used by 118 learners in Science Writing course at the Faculty of Computer Science, Universitas Indonesia as experimental group. In order to find the best learning performance, the exam score from experiment group were compared with the exam score from control group. The result shows learning performance of experimental group that used personalized learning feature is better than learning performance of control group who used non-personalized learning feature. It can be seen from significant value (p<0,05) and the different mean score of the experimental group that reach 13,68.

Original languageEnglish
Title of host publicationProceedings - ICACSIS 2014
Subtitle of host publication2014 International Conference on Advanced Computer Science and Information Systems
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages494-501
Number of pages8
ISBN (Electronic)9781479980758
DOIs
Publication statusPublished - 23 Mar 2014
Event2014 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2014 - Jakarta, Indonesia
Duration: 18 Oct 201419 Oct 2014

Publication series

NameProceedings - ICACSIS 2014: 2014 International Conference on Advanced Computer Science and Information Systems

Conference

Conference2014 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2014
CountryIndonesia
CityJakarta
Period18/10/1419/10/14

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