基于学习对象库使用模式的教师ICT能力特征提取

Stylianos Sergis, D. Sampson
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引用次数: 4

摘要

用户分析是一种旨在捕获和利用用户的重要特征,以便在自适应系统(如推荐系统(RS))中提供个性化服务的技术。在技术促进学习(TeL)的背景下,从教师的角度来看,在提供学习对象(LO)建议时,没有考虑到个人独特的ICT能力特征,尽管他们对教师的ICT吸收水平做出了重要贡献。此外,缺乏在学习对象存储库(LOR)中自动引出和更新这些个人特征的机制,以便利用它们进行增强的学习对象推荐。针对这一问题,本文提出了一种基于教师在教学中的使用模式,利用模糊逻辑推断教师ICT能力的教师ICT能力激发机制,并给出了初步的准确性评估结果。结果表明,所提出的方法提供了较高的准确性,因此可以构建可靠的教师ICT能力概况描述。
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Eliciting Teachers' ICT Competence Profiles Based on Usage Patterns within Learning Object Repositories
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.
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