DocumentCode :
1798145
Title :
Eliciting Teachers´ ICT Competence Profiles Based on Usage Patterns within Learning Object Repositories
Author :
Sergis, Stylianos ; Sampson, Demetrios G.
Author_Institution :
Dept. of Digital Syst., Univ. of Piraeus, Piraeus, Greece
fYear :
2014
fDate :
18-21 Dec. 2014
Firstpage :
99
Lastpage :
105
Abstract :
User profiling is a technique aimed at capturing and exploiting significant characteristics of the users towards the provision of personalized services within adaptive systems such as Recommender Systems (RS). In the context of Technology enhanced Learning (TeL), from a teachers´ perspective, the unique ICT competence characteristics of individuals have not been considered when providing Learning Object (LO) recommendations, despite their vital contribution to the level of ICT uptake of teachers. Moreover, there is a lack of mechanisms for automatically eliciting and updating such personal characteristics within Learning Object Repositories (LOR) in order to exploit them for enhanced LO recommendations. Towards tackling this issue, this paper proposes a teacher ICT Competence elicitation mechanism utilizing fuzzy logic for inferring teachers´ ICT Competences based on their usage patterns within LOR and presents the results of its preliminary accuracy evaluation. The results indicate that the proposed approach provides high accuracy and can, therefore, construct reliable depictions of the teachers´ ICT Competence Profiles.
Keywords :
computer literacy; fuzzy logic; human computer interaction; LOR; fuzzy logic; learning object repositories; teachers ICT competence elicitation mechanism; teachers ICT competence profiles; usage patterns; Accuracy; Context; Fuzzy logic; History; Measurement; Recommender systems; Solids; Fuzzy Logic; Profile Elicitation; Recommender Systems; Teacher ICT Competence; User Profiling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Technology for Education (T4E), 2014 IEEE Sixth International Conference on
Conference_Location :
Clappana
Type :
conf
DOI :
10.1109/T4E.2014.19
Filename :
7009547
Link To Document :
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