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Iatrellis, Omiros; Savvas, Ilias ?.; Fitsilis, Panos; Gerogiannis, Vassilis C. – Education and Information Technologies, 2021
Learning analytics have proved promising capabilities and opportunities to many aspects of academic research and higher education studies. Data-driven insights can significantly contribute to provide solutions for curbing costs and improving education quality. This paper adopts a two-phase machine learning approach, which utilizes both…
Descriptors: Prediction, Outcomes of Education, Higher Education, Data Analysis
Iatrellis, Omiros; Savvas, Ilias K.; Kameas, Achilles; Fitsilis, Panos – Education and Information Technologies, 2020
The present research work proposes the development of an integrated framework for the personalization and parameterization of learning pathways, aiming at optimizing the quality of the offered services by the Higher Educational Institutions (HEI). In order to achieve this goal, in addition to the educational part, the EDUC8 framework encloses the…
Descriptors: Higher Education, Learning Processes, Electronic Learning, Semantics
Iatrellis, Omiros; Kameas, Achilles; Fitsilis, Panos – Education and Information Technologies, 2019
One of the main challenges to be confronted in Higher Education, so as to increase quality, is the personalization of education services, since each student constitutes a unique case. In this paper, we present the conceptualization of the domain of Learning Pathways in Higher Education. We present the EDUC8 (EDUCATE) ontology, which models the…
Descriptors: Higher Education, Learning Processes, Academic Advising, Individualized Instruction
Iatrellis, Omiros; Kameas, Achilles; Fitsilis, Panos – Education and Information Technologies, 2019
One of the main challenges to be confronted by Higher Educational Institutions (HEI), so as to increase quality, is the provision of personalized education services in a wide range of educational settings, often beyond the course sequences historically offered to students. However, this personalization requires the continuous reconfiguration and…
Descriptors: Technology Integration, Higher Education, Information Technology, Computer Interfaces