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Educational data mining

Known as: EDM 
Educational Data Mining (EDM) describes a research field concerned with the application of data mining, machine learning and statistics to… 
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Big dataCluster analysisData miningData visualization

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2020
2020
Adapting gamified learning systems using educational data mining techniques
Artificial intelligence (AI) provides opportunities to improve the effectiveness of e‐learning by increasing students' engagement… 
Review
2017
Review
2017
Data mining techniques and applications — A decade review
Data mining is also known as Knowledge Discovery in Database (KDD). It is also defined as the process which includes extracting… 
Highly Cited
2016
Highly Cited
2016
Educational Data Mining & Students’ Performance Prediction
It is important to study and analyse educational data especially students’ performance. Educational Data Mining (EDM) is the… 
Highly Cited
2016
Highly Cited
2016
Prediction of students performance using Educational Data Mining
Data mining plays an important role in the business world and it helps to the educational institution to predict and make… 
Highly Cited
2016
Highly Cited
2016
Mining Educational Data to Predict Student’s academic Performance using Ensemble Methods
Educational data mining has received considerable attention in the last few years. Many data mining techniques are proposed to… 
Review
2015
Review
2015
Clustering Algorithms Applied in Educational Data Mining
Fifty years ago there were just a handful of universities across the globe that could provide for specialized educational courses… 
Review
2015
Review
2015
Educational Data Mining and Learning Analytics: differences, similarities, and time evolution
Technological progress in recent decades has enabled people to learn in different ways. Universities now have more educational… 
Highly Cited
2013
Highly Cited
2013
From Log Files to Assessment Metrics: Measuring Students' Science Inquiry Skills Using Educational Data Mining
We present a method for assessing science inquiry performance, specifically for the inquiry skill of designing and conducting… 
Highly Cited
2012
Highly Cited
2012
Design and Discovery in Educational Assessment: Evidence-Centered Design, Psychometrics, and Educational Data Mining
Evidence-centered design (ECD) is a comprehensive framework for describing the conceptual, computational and inferential elements… 
Highly Cited
2007
Highly Cited
2007
Is Over Practice Necessary? - Improving Learning Efficiency with the Cognitive Tutor through Educational Data Mining
This study examined the effectiveness of an educational data mining method --Learning Factors Analysis (LFA) --on improving the… 
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