Toward a fuzzy domain ontology extraction method for adaptive e-learning


Autoria(s): Lau, Raymond; Song, Dawei; Li, Yuefeng; Cheung, Terence; Hao, Jin-Xing
Data(s)

01/06/2009

Resumo

With the widespread applications of electronic learning (e-Learning) technologies to education at all levels, increasing number of online educational resources and messages are generated from the corresponding e-Learning environments. Nevertheless, it is quite difficult, if not totally impossible, for instructors to read through and analyze the online messages to predict the progress of their students on the fly. The main contribution of this paper is the illustration of a novel concept map generation mechanism which is underpinned by a fuzzy domain ontology extraction algorithm. The proposed mechanism can automatically construct concept maps based on the messages posted to online discussion forums. By browsing the concept maps, instructors can quickly identify the progress of their students and adjust the pedagogical sequence on the fly. Our initial experimental results reveal that the accuracy and the quality of the automatically generated concept maps are promising. Our research work opens the door to the development and application of intelligent software tools to enhance e-Learning.

Formato

application/pdf

application/pdf

Identificador

http://eprints.qut.edu.au/28792/

Publicador

IEEE Computer Society

Relação

http://eprints.qut.edu.au/28792/1/c28792.pdf

http://eprints.qut.edu.au/28792/2/Lau09_Song_Li.pdf

DOI:10.1109/TKDE.2008.137

Lau, Raymond, Song, Dawei, Li, Yuefeng, Cheung, Terence, & Hao, Jin-Xing (2009) Toward a fuzzy domain ontology extraction method for adaptive e-learning. IEEE Transactions on Knowledge & Data Engineering, 21(6), pp. 800-813.

Direitos

Copyright 2009 IEEE

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Fonte

Faculty of Science and Technology; Institute for Creative Industries and Innovation; Smart Services CRC

Palavras-Chave #080603 Conceptual Modelling #Domain ontology #ontology extraction #text mining #concept map #e-Learning
Tipo

Journal Article