A Process Mining Approach In Discovering Processes And Social Networks In My.Eskwela

Orven E. Llantos, Sherwyn P. Florin, Van Michael S. Ranque
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Abstract

Pieces of literature discussing the process model in the learning management system are limited to student and teacher learning interactions. Including the learning interactions of principals and parents contributes to more detail of processes taking place during learning interactions on the platform. The study used process mining techniques and algorithms to extract the underlying processes that drive learning interactions in social learning management systems. The discovered processes for principals, teachers, students, and parents consequently show a precision value of 1, 0.542, 0.639, and 1, respectively. The preciseness of processes for each user group indicates an acceptable behavior (> 0.50) extracted from the event logs. On the other hand, social networks form from the processes that show the information flow of learning interactions from the principal to the students and parents, depicting everyone's effort for learning gain in favor of the student. This study's contribution expands beyond teacher-student interaction processes to include principals and parents, thereby generating a more concrete view of learning interaction in the social learning management system.
一种发现过程和社会网络的过程挖掘方法。Eskwela
讨论学习管理系统中过程模型的文献仅限于学生和教师的学习互动。包括校长和家长的学习互动有助于更详细地了解在平台上学习互动过程中发生的过程。该研究使用过程挖掘技术和算法来提取驱动社会学习管理系统中学习交互的潜在过程。因此,校长、教师、学生和家长的发现过程的精度值分别为1、0.542、0.639和1。每个用户组的进程的精确性表示从事件日志中提取的可接受的行为(> 0.50)。另一方面,社会网络的形成过程显示了从校长到学生和家长的学习互动的信息流,描绘了每个人为学生的学习收益所做的努力。本研究的贡献从师生互动过程扩展到校长和家长,从而产生了社会学习管理系统中学习互动的更具体的观点。
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