Modified literature based approach to identify learning styles in Adaptive E-learning

Sucheta V. Kolekar, Radhika M. Pai, M. M. Manohara Pai

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

1 Citation (Scopus)

Abstract

To effectively understand the adaptation approaches in content delivery on E-learning, learner's learning styles need to be identified first. There are two main approaches that detect the learning styles: Questionnaire based and Literature based. The main challenge of Adaptive E-learning is to capture the learner's learning styles while using E-learning portal and provide adaptive user interface which includes adaptive contents and recommendations in learning environment to improve the efficiency and adaptability of E-learning. To address this challenge the literature based approach requires to be modified according to learner's usage of e-learning portal and should generate learner's profile according to standardized learning style model. The study focuses on engineering students and the learning style model considered is Felder-Silverman Learning Style Model. The paper presents the analysis of log data which is captured in log files and database. Analysis of obtained results show that the captured usage data is useful to identify the learning styles of the learners and the types of contents is proved important factor in literature based approach.

Original languageEnglish
Title of host publicationAdvanced Computing, Networking and Informatics - Proceedings of the Second International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014
PublisherSpringer Science and Business Media Deutschland GmbH
Pages555-564
Number of pages10
Volume27
EditionVOL 1
ISBN (Print)9783319073521
DOIs
Publication statusPublished - 2014
Event2nd International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014 - Kolkata, India
Duration: 24-06-201426-06-2014

Publication series

NameSmart Innovation, Systems and Technologies
NumberVOL 1
Volume27
ISSN (Print)2190-3018
ISSN (Electronic)2190-3026

Conference

Conference2nd International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014
CountryIndia
CityKolkata
Period24-06-1426-06-14

Fingerprint

E-learning
User interfaces
Students
Learning styles
Electronic learning

All Science Journal Classification (ASJC) codes

  • Decision Sciences(all)
  • Computer Science(all)

Cite this

Kolekar, S. V., Pai, R. M., & Manohara Pai, M. M. (2014). Modified literature based approach to identify learning styles in Adaptive E-learning. In Advanced Computing, Networking and Informatics - Proceedings of the Second International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014 (VOL 1 ed., Vol. 27, pp. 555-564). (Smart Innovation, Systems and Technologies; Vol. 27, No. VOL 1). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-319-07353-8_64
Kolekar, Sucheta V. ; Pai, Radhika M. ; Manohara Pai, M. M. / Modified literature based approach to identify learning styles in Adaptive E-learning. Advanced Computing, Networking and Informatics - Proceedings of the Second International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014. Vol. 27 VOL 1. ed. Springer Science and Business Media Deutschland GmbH, 2014. pp. 555-564 (Smart Innovation, Systems and Technologies; VOL 1).
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Kolekar, SV, Pai, RM & Manohara Pai, MM 2014, Modified literature based approach to identify learning styles in Adaptive E-learning. in Advanced Computing, Networking and Informatics - Proceedings of the Second International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014. VOL 1 edn, vol. 27, Smart Innovation, Systems and Technologies, no. VOL 1, vol. 27, Springer Science and Business Media Deutschland GmbH, pp. 555-564, 2nd International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014, Kolkata, India, 24-06-14. https://doi.org/10.1007/978-3-319-07353-8_64

Modified literature based approach to identify learning styles in Adaptive E-learning. / Kolekar, Sucheta V.; Pai, Radhika M.; Manohara Pai, M. M.

Advanced Computing, Networking and Informatics - Proceedings of the Second International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014. Vol. 27 VOL 1. ed. Springer Science and Business Media Deutschland GmbH, 2014. p. 555-564 (Smart Innovation, Systems and Technologies; Vol. 27, No. VOL 1).

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

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Kolekar SV, Pai RM, Manohara Pai MM. Modified literature based approach to identify learning styles in Adaptive E-learning. In Advanced Computing, Networking and Informatics - Proceedings of the Second International Conference on Advanced Computing, Networking and Informatics, ICACNI 2014. VOL 1 ed. Vol. 27. Springer Science and Business Media Deutschland GmbH. 2014. p. 555-564. (Smart Innovation, Systems and Technologies; VOL 1). https://doi.org/10.1007/978-3-319-07353-8_64