基于内容的语义感知电子学习推荐:增强个性化学习体验

Bonny Qhaliza, A. J. Kharisma
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摘要

电子学习(E-learning),或称电子学习,是一种专门通过互联网提供的在线教育形式。通过互联网连接,用户可以在任何地点、任何时间获取电子学习材料。大流行后,电子学习已成为一种受欢迎的远程教育模式,为世界各地的学习者提供了灵活性和可及性。自 "Covid-19 "爆发以来,电子学习迅速普及,成为教育工作的首选平台。在定性研究中,问卷调查和访谈是主要的数据收集方法。与研究课题相关的个人进行访谈对于有效收集定性数据至关重要。本研究旨在确定学生最广泛使用的电子学习资源。研究结果显示,使用电子学习平台的学生更喜欢视频内容。在接受调查的 24 名受访者中,有 14 人(58.3%)表示视频学习是他们的首选方法,理由是视频能有效促进理解。研究结果表明,在电子学习中使用视频内容能增强学生对教材的理解。为了优化电子学习视频内容的功效,定期更新对于维持学生的参与度、确保内容的相关性和吸引力至关重要。
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SEMANTICALLY AWARE CONTENT-BASED E-LEARNING RECOMMENDATIONS: ENHANCING PERSONALIZED LEARNING EXPERIENCES
E-learning, or electronic learning, is a form of online education exclusively accessible via the internet. With internet connectivity, users can access e-learning materials from any location and at any time. Post-pandemic, e-learning has emerged as a favored mode of remote education, offering flexibility and accessibility to learners worldwide. Since the onset of Covid-19, e-learning has surged in popularity, becoming a preferred platform for educational endeavors. In qualitative research, questionnaires and interviews serve as primary data collection methods. Conducting interviews with individuals connected to the research topic is essential for gathering qualitative data effectively. The aim of this study is to identify the most widely used e-learning resources among students. The study's findings reveal a preference for video content among students utilizing e-learning platforms. Out of the 24 respondents surveyed, 14 (58.3%) reported choosing video-based learning as their preferred method, citing its effectiveness in facilitating comprehension. Utilizing video content in e-learning enhances students' understanding of the material, as indicated by the study's outcomes. To optimize the efficacy of e-learning video content, regular updates are crucial to sustain student engagement and ensure the content remains relevant and compelling.
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