首页    期刊浏览 2025年01月06日 星期一
登录注册

文章基本信息

  • 标题:An Empirical Evaluation Of Learner Performance In E-Learning Recommender Systems And An Adaptive Hypermedia System
  • 作者:Khairil Imran Ghauth ; Nor Aniza Abdullah
  • 期刊名称:Malaysian Journal of Computer Science
  • 印刷版ISSN:0127-9084
  • 出版年度:2010
  • 卷号:23
  • 期号:3
  • 出版社:University of Malaya * Faculty of Computer Science and Information Technology
  • 摘要:This paper introduces a novel architecture for an elearning recommender system which is based on good learners’ average ratings strategy and contentbased filtering approach. The feasibility of the proposed system is conducted by comparing its performance against other recommender systems and an adaptive hypermedia system in order to measure the effectiveness of the proposed strategy in improving students’ learning performance. Experimental result has shown that the recommender strategy can improve students’ performance by at least 12.16%, as compared to other recommendation techniques. A performance evaluation with an adaptive hypermedia system that uses knowledge level as its adaptation feature also showed a positive increase of 14.99% in terms of students’ performance.
  • 关键词:Elearning; Recommendation System; Adaptive Hypermedia System; Contentbased Filtering; Collaborative Filtering
Loading...
联系我们|关于我们|网站声明
国家哲学社会科学文献中心版权所有