Formation of Models for Registering Systemic Processes in The Digital Educational Environment of the University Based on Log File Analysis
Lakhno V. Akhmetov B. Makulov K. Tynymbayev B. Tsiutsiura S. Tsiutsiura M. Chubaievskyi V.
20 June 2024Polska Akademia Nauk
International Journal of Electronics and Telecommunications
2024#70Issue 2389 - 396 pp.
It has been demonstrated that technologies and methods of intelligent data analysis (IDA) in the educational domain, particularly based on the analysis of digital traces (DT) of students, offer substantial opportunities for analyzing student activities. Notably, the DT of students are generated both during remote learning sessions and during blended learning modes. By applying IDA methods to DT, one can obtain information that is beneficial for both the educator in a specific discipline and for the educational institutions management. Such information might pertain to various aspects of the functioning of the digital educational environment (DEE) of the institution, such as: the students learning style; individual preferences; the amount of time dedicated to a specific task, among others. An algorithm has been proposed for constructing a process model in the DEE based on log analysis within the DEE. This algorithm facilitates the description of a specific process in the DEE as a hierarchy of foundational process elements. Additionally, a model based on cluster analysis methods has been proposed, which may prove beneficial for analyzing the registration logs of systemic processes within the universitys DEE. Such an analysis can potentially aid in detecting anomalous behavior of students and other individuals within the universitys DEE. The algorithms proposed in this study enable research during log file analysis aimed at identifying breaches of information security within the universitys DEE.
algorithm , data mining (or intellectual data analysis) , digital educational environment , digital footprints , log files , model
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National University of Life and Environmental Sciences of Ukraine, Kyiv, Ukraine
Abai Kazakh National Pedagogical University, Almaty, Kazakhstan
Caspian University of Technology and Engineering named after Sh.Yesenova, Almaty, Kazakhstan
State University of Trade and Economics, Kyiv, Ukraine
National University of Life and Environmental Sciences of Ukraine
Abai Kazakh National Pedagogical University
Caspian University of Technology and Engineering named after Sh.Yesenova
State University of Trade and Economics
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