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Datawarehouse design for educational data mining
2016 15th International Conference on Information Technology Based Higher Education and Training (ITHET), 2016Business intelligence (BI) builds upon a set of tools and applications that enable the analysis of vast amounts of information (Big Data). Educational institutions handle large volumes of Big Data every year. There is a strong need for the use of BI in these institutions to improve their processes and support decision making.
Oswaldo Moscoso-Zea +2 more
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Towards a DSL for Educational Data Mining
2015Nowadays, most companies and organizations rely on computer systems to run their work processes. Therefore, the analysis of how these systems are used can be an important source of information to improve these work processes. In the era of Big Data, this is perfectly feasible with current state-of-art data analysis tools.
Alfonso de la Vega +3 more
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A reference architecture for educational data mining
2017 IEEE Frontiers in Education Conference (FIE), 2017In this paper we present a reference architecture for ETL stages of EDM and LA that works with different data formats and different extraction sites, ensuring privacy and making easier for new participants to enter into the process without demanding more computing power. Considering scenarios with a multitude of virtual environments hosting educational
Francisco A. de Almeida Neto +1 more
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Data Mining and Opinion Mining
Proceedings of the 2018 1st International Conference on Mathematics and Statistics, 2018The use of the web as a universal communication platform generates large volumes of data (Big data), which in many cases, need to be processed so that they can become useful knowledge in face of the sceptics who have doubts about the credibility of such information.
Myriam Guadalupe Peñafiel +4 more
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Temporal Data Mining for Educational Applications
2008Intelligent tutoring systems (ITSs) acquire rich data about studentsO behavior during learning; data mining techniques can help to describe, interpret and predict student behavior, and to evaluate progress in relation to learning outcomes. This paper surveys a variety of data mining techniques for analyzing how students interact with ITSs, including ...
Carole R. Beal, Paul R. Cohen
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Use of Data mining Tools in Educational Data Mining
2022 Fifth International Conference on Computational Intelligence and Communication Technologies (CCICT), 2022Sunita M Dol, Pradeep M Jawandhiya
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Educational Data Mining versus Learning Analytics: A Review of Publications From 2015 to 2019
Interactive Learning Environments, 2023Clare Baek, Tenzin Doleck
exaly
DATA MINING CONCEPT AND DATA MINING APPLICATIONS IN EDUCATION
2015The developments in computer technology render that a huge amount of data can conceal in magnetic mediums easily and cheaply by making data storage systems become widespread. However, the data being warehoused are worthless and mean nothing by themselves.
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