Analysis on Online Learning Environment using Process Mining Technique for Personal Knowledge Management Mapping

S. Ismail, Faes Tumin
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引用次数: 3

Abstract

As proven in recent research on personal knowledge management (PKM) processes in online learning environment, this study took the initiative to prove that these processes happen in the said platform by reducing the biasness in respondents’ feedbacks. This paper proposes the usage of process mining technique to discover the PKM model in real online learning platform, by analysing the event logs data retrieved from two-semester duration of academic calendar. The focus of this paper is on how the online activities being mapped to the PKM processes, in which the GUSC Model has been used as the appropriate model to represent PKM. GUSC Model is based on the common processes of get knowledge, understand knowledge, share knowledge and connect to knowledge source, as proven to be construed at granular level in intelligent multi-agent system. Since there was a gap between the unconfirmed reality of the GUSC processes in online platform and the construed GUSC processes at intelligent software level, this study significantly contributes to the closure of this gap with its results and findings. It is discovered that PKM model does exist in online learning environment, with the right mapping of the online activities to the GUSC processes.
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基于过程挖掘技术的个人知识管理映射在线学习环境分析
正如最近对在线学习环境中的个人知识管理(PKM)过程的研究所证明的那样,本研究通过减少受访者反馈的偏见,主动证明了这些过程发生在上述平台中。本文提出利用过程挖掘技术,通过对两个学期的学历事件日志数据进行分析,发现实际在线学习平台中的PKM模型。本文的重点是如何将在线活动映射到PKM过程,其中使用GUSC模型作为适当的模型来表示PKM。GUSC模型是基于获取知识、理解知识、共享知识和连接知识源的共同过程,在多智能体系统中被证明是粒度级解释的。由于在线平台上未证实的GUSC过程与智能软件层面上解释的GUSC过程之间存在差距,本研究的结果和发现显著有助于弥合这一差距。研究发现,在线学习环境中确实存在PKM模型,在线活动与GUSC过程的映射是正确的。
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