Mining e-Learning domain concept map from academic articles

Recent researches have demonstrated the importance of concept map and its versatile applications especially in e-Learning. For example, while designing adaptive learning materials, designers need to refer to the concept map of a subject domain. Moreover, concept maps can show the whole picture and core knowledge about a subject domain. Research from literature also suggests that graphical representation of domain knowledge can reduce the problems of information overload and learning disorientation for learners. However, construction of concept maps typically relied upon domain experts in the past; it is a time consuming and high cost task. Concept maps creation for emerging new domains such as e-Learning is even more challenging due to its ongoing development nature. The aim of this paper is to construct e-Learning domain concept maps from academic articles. We adopt some relevant journal articles and conference papers in e-Learning domain as data sources, and apply text-mining techniques to automatically construct concept maps for e-Learning domain. The constructed concept maps can provide a useful reference for researchers, who are new to the e-Leaning field, to study related issues, for teachers to design adaptive learning materials, and for learners to understand the whole picture of e-Learning domain knowledge.

[1]  J. Novak How Do We Learn Our Lesson , 1993 .

[2]  Nian-Shing Chen,et al.  Development and evaluation of multimedia whiteboard system for improving mathematical problem solving , 2006, Comput. Educ..

[3]  Robert E. Beasley,et al.  Cognitive mapping architectures and hypermedia disorientation: an empirical study , 1995 .

[4]  M. F. Porter,et al.  An algorithm for suffix stripping , 1997 .

[5]  Licia Calvi Navigation and disorientation: a case study , 1997 .

[6]  Hal Berghel,et al.  Cyberspace 2000: dealing with information overload , 1997, CACM.

[7]  Richard A. Johnson,et al.  Applied Multivariate Statistical Analysis , 1983 .

[8]  John Riedl,et al.  Ganging up on Information Overload , 1998, Computer.

[9]  Li-Hsuan Hsu,et al.  Concept maps as an assessment tool in a nursing course. , 2005, Journal of professional nursing : official journal of the American Association of Colleges of Nursing.

[10]  Taiyu Lin,et al.  A model for synchronous learning using the Internet , 2005 .

[11]  J. Guthrie Encyclopedia of Education , 2002 .

[12]  Gayle V. Davidson-Shivers,et al.  Effects of Linking Structure and Cognitive Style on Students' Performance and Attitude in a Computer-Based Hypertext Environment , 1996 .

[13]  Ron Chi-Wai Kwok,et al.  Remote learning technologies: effectiveness of hypertext and GSS , 1999, Decis. Support Syst..

[14]  Paulo Dias,et al.  Understanding navigation and disorientation in hypermedia learning environments , 1997 .

[15]  I. Jolliffe Principal Component Analysis , 2002 .

[16]  Pasana Chularut,et al.  The influence of concept mapping on achievement, self-regulation, and self-efficacy in students of English as a second language , 2004 .

[17]  Donald R. Cooper,et al.  Business Research Methods , 1980 .

[18]  Anne Morris,et al.  The problem of information overload in business organisations: a review of the literature , 2000, Int. J. Inf. Manag..

[19]  Raymond C Rowe Abbreviation mania and acronymical madness. , 2003, Drug discovery today.

[20]  Suzanne Rivard,et al.  An Information Systems Keyword Classification Scheme , 1988, MIS Q..

[21]  Ana-Paula Correia,et al.  Efficacy of a map on search, orientation and access behaviour in a hypermedia system , 2000, Comput. Educ..

[22]  J. Novak,et al.  Educational Psychology: A Cognitive View , 1969 .

[23]  George D. Magoulas,et al.  Towards new forms of knowledge communication: the adaptive dimension of a web-based learning environment , 2002, Comput. Educ..

[24]  C. Holsapple Handbook on Knowledge Management 1 , 2004, International Handbooks on Information Systems.

[25]  E. Plotnick Concept Mapping: A Graphical System for Understanding the Relationship between Concepts. ERIC Digest. , 1997 .

[26]  Hans Peter Luhn,et al.  The Automatic Creation of Literature Abstracts , 1958, IBM J. Res. Dev..

[27]  Carole D. Hafner,et al.  The State of the Art in Ontology Design: A Survey and Comparative Review , 1997, AI Mag..