Educational Data Mining: A Foundational Overview DOI Creative Commons
Ilias Papadogıannıs, Manolis Wallace, Georgia Karountzou

и другие.

Encyclopedia, Год журнала: 2024, Номер 4(4), С. 1644 - 1664

Опубликована: Окт. 31, 2024

Educational data mining (EDM) is a novel scientific area that focuses on developing and applying methods to analyze datasets generated within educational settings. This paper outlines the evolution, significance, applications of EDM. With increasing popularity e-learning in web-based systems, EDM has expanded include variety analytical sources. Some key methodologies addressed classification, regression analysis, clustering techniques, association rule mining, Natural Language Processing, among others. Additionally, this looks at how can facilitate data-driven decision-making other areas such as curriculum development customization learners’ experiences. It also touches issues related challenges field. Finally, some projections about EDM’s future trends are made, especially concerning its integration into AI technologies like augmented reality or virtual reality, which imply greater possibilities for changes than any series witnessed before sphere.

Язык: Английский

Educational Data Mining: A Foundational Overview DOI Creative Commons
Ilias Papadogıannıs, Manolis Wallace, Georgia Karountzou

и другие.

Encyclopedia, Год журнала: 2024, Номер 4(4), С. 1644 - 1664

Опубликована: Окт. 31, 2024

Educational data mining (EDM) is a novel scientific area that focuses on developing and applying methods to analyze datasets generated within educational settings. This paper outlines the evolution, significance, applications of EDM. With increasing popularity e-learning in web-based systems, EDM has expanded include variety analytical sources. Some key methodologies addressed classification, regression analysis, clustering techniques, association rule mining, Natural Language Processing, among others. Additionally, this looks at how can facilitate data-driven decision-making other areas such as curriculum development customization learners’ experiences. It also touches issues related challenges field. Finally, some projections about EDM’s future trends are made, especially concerning its integration into AI technologies like augmented reality or virtual reality, which imply greater possibilities for changes than any series witnessed before sphere.

Язык: Английский

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