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Technology-enhanced learning in higher education: A bibliometric analysis with latent semantic approach

机译:高等教育中的技术增强学习:基于潜在语义方法的文献计量分析

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摘要

Technology-enhanced learning (TEL) describes information and communication technology applications as enhancing the outcomes of teaching and learning. Its adoption in higher education is an innovation as well as a disruption to conventional learning mechanisms. To further understand its development from the perspective of academic communities, a hybrid bibliometric approach that combines both direct citation network analysis and text analytics was proposed to examine the related research articles retrieved from the Web of Science database. In addition to visual analytics on the TEL research, a direct citation network approach with cluster analysis was used to delineate the historiographic development of the TEL research domain in higher education. Among the top internally cited articles, five main streams of TEL development were identified, namely adoption, critique, social media, podcasting, and blended learning. Then, the accumulated state of knowledge was summarized by highlighting the essential subgroup topics in each stream with latent semantic analysis. The extraction of the key features of the research domain by the proposed hybrid approach, including the principal streams of development, associated subgroup topics, and a critical article list, contributes a comprehensive method to enable the rapid understanding of the overall research development of the TEL in higher education.
机译:技术增强学习(TEL)将信息和通信技术应用描述为增强教学成果的方法。它在高等教育中的采用既是创新,也是对传统学习机制的破坏。为了从学术界的角度进一步了解它的发展,提出了一种结合直接引用网络分析和文本分析的混合文献计量方法,以检查从Web of Science数据库检索的相关研究文章。除了对TEL研究的视觉分析外,还采用了具有聚类分析的直接引文网络方法来描述高等教育中TEL研究领域的史学发展。在内部引用次数最多的文章中,确定了TEL开发的五个主要方面,即采用,批判,社交媒体,播客和混合学习。然后,通过潜在语义分析突出显示每个流中的基本子组主题,从而总结知识的积累状态。通过提议的混合方法提取研究领域的关键特征,包括开发的主要流,相关的子组主题和关键文章列表,有助于提供一种全面的方法,以便快速了解TEL的整体研究发展在高等教育中。

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