Intelligent web-based tutoring system with personalized learning path guidance

Chin-Ming Hong, Chih Ming Chen, Mei Hui Chang, Shin Chia Chen

Research output: Chapter in Book/Report/Conference proceedingConference contribution

23 Citations (Scopus)

Abstract

Personalized curriculum sequencing is an important research issue for Web-based learning systems because no fixed learning paths will be appropriate for all learners. Therefore, many researchers focused on developing e-learning systems with personalized learning mechanisms to assist online Web-based learning and adaptively provide learning paths in order to promote the learning performance of individual learners. Generally, inappropriate courseware leads to learner cognitive overload or disorientation during learning processes, thus reducing learning performance. Therefore, compared with the freely browsing learning mode used in most web-based learning systems, this paper assesses whether the proposed genetic-based personalized e-learning system which can generate appropriate learning paths according to the incorrect testing responses of individual learners in a pre-test provides benefits in terms of learning performance promotion. Experiment results indicated that applying the proposed genetic-based personalized e-learning system for Web-based learning is superior to the freely browsing learning mode because of high quality and concise learning path for individual learners.

Original languageEnglish
Title of host publicationProceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007
Pages512-516
Number of pages5
DOIs
Publication statusPublished - 2007 Dec 1
Event7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007 - Niigata, Japan
Duration: 2007 Jul 182007 Jul 20

Publication series

NameProceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007

Other

Other7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007
CountryJapan
CityNiigata
Period07/7/1807/7/20

Fingerprint

Learning systems
Curricula
Web-based
Guidance
Testing
Experiments

Keywords

  • Genetic algorithm
  • Intelligent tutoring system
  • Personalized learning path
  • Web-based learning

ASJC Scopus subject areas

  • Computer Science Applications
  • Information Systems and Management

Cite this

Hong, C-M., Chen, C. M., Chang, M. H., & Chen, S. C. (2007). Intelligent web-based tutoring system with personalized learning path guidance. In Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007 (pp. 512-516). [4281081] (Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007). https://doi.org/10.1109/ICALT.2007.167

Intelligent web-based tutoring system with personalized learning path guidance. / Hong, Chin-Ming; Chen, Chih Ming; Chang, Mei Hui; Chen, Shin Chia.

Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007. 2007. p. 512-516 4281081 (Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Hong, C-M, Chen, CM, Chang, MH & Chen, SC 2007, Intelligent web-based tutoring system with personalized learning path guidance. in Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007., 4281081, Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007, pp. 512-516, 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007, Niigata, Japan, 07/7/18. https://doi.org/10.1109/ICALT.2007.167
Hong C-M, Chen CM, Chang MH, Chen SC. Intelligent web-based tutoring system with personalized learning path guidance. In Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007. 2007. p. 512-516. 4281081. (Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007). https://doi.org/10.1109/ICALT.2007.167
Hong, Chin-Ming ; Chen, Chih Ming ; Chang, Mei Hui ; Chen, Shin Chia. / Intelligent web-based tutoring system with personalized learning path guidance. Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007. 2007. pp. 512-516 (Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, ICALT 2007).
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