Learners' exploratory behavior within MetaTutor

Amy Johnson, Roger Azevedo, Zhiqiang Cai

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

2 Citations (Scopus)

Abstract

This study investigated the navigation patterns of 56 learners within a hypermedia learning environment, MetaTutor. Using K-Means cluster analysis, four types of navigational profiles were created. One cluster including participants who navigated primarily linearly through the learning environment, one showed high levels of non-linear progression, one included participants who opened the images very frequently, and the last cluster had a balance of all the navigational variables included in the analysis. Data from the learning measures used indicated that the balanced cluster and the cluster which opened the image frequently had the highest learning outcomes. Implications for the design of adaptive hypermedia learning systems are discussed.

Original languageEnglish (US)
Title of host publicationFrontiers in Artificial Intelligence and Applications
PublisherIOS Press
Pages644-646
Number of pages3
Edition1
ISBN (Print)9781607500285
DOIs
StatePublished - Jan 1 2009
Externally publishedYes

Publication series

NameFrontiers in Artificial Intelligence and Applications
Number1
Volume200
ISSN (Print)0922-6389

Fingerprint

Cluster analysis
Learning systems
Navigation

Keywords

  • Adaptive hypermedia
  • Exploration
  • Learner navigation

ASJC Scopus subject areas

  • Artificial Intelligence

Cite this

Johnson, A., Azevedo, R., & Cai, Z. (2009). Learners' exploratory behavior within MetaTutor. In Frontiers in Artificial Intelligence and Applications (1 ed., pp. 644-646). (Frontiers in Artificial Intelligence and Applications; Vol. 200, No. 1). IOS Press. https://doi.org/10.3233/978-1-60750-028-5-644

Learners' exploratory behavior within MetaTutor. / Johnson, Amy; Azevedo, Roger; Cai, Zhiqiang.

Frontiers in Artificial Intelligence and Applications. 1. ed. IOS Press, 2009. p. 644-646 (Frontiers in Artificial Intelligence and Applications; Vol. 200, No. 1).

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

Johnson, A, Azevedo, R & Cai, Z 2009, Learners' exploratory behavior within MetaTutor. in Frontiers in Artificial Intelligence and Applications. 1 edn, Frontiers in Artificial Intelligence and Applications, no. 1, vol. 200, IOS Press, pp. 644-646. https://doi.org/10.3233/978-1-60750-028-5-644
Johnson A, Azevedo R, Cai Z. Learners' exploratory behavior within MetaTutor. In Frontiers in Artificial Intelligence and Applications. 1 ed. IOS Press. 2009. p. 644-646. (Frontiers in Artificial Intelligence and Applications; 1). https://doi.org/10.3233/978-1-60750-028-5-644
Johnson, Amy ; Azevedo, Roger ; Cai, Zhiqiang. / Learners' exploratory behavior within MetaTutor. Frontiers in Artificial Intelligence and Applications. 1. ed. IOS Press, 2009. pp. 644-646 (Frontiers in Artificial Intelligence and Applications; 1).
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