Course : MRES.B.02.08 E-learning: Mining, Analytics and Visualization of Educational Data
Course code : REEE115
MRES.B.02.08 - Maria RANGOUSSI, Katerina ZACHARIADOU
Units - 1. Introduction to Big Data, Data Mining and Educational Data Mining
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Units
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0. Sample student evaluation material
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1. Introduction to Big Data, Data Mining and Educational Data Mining
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2. Data Mining Nomenclature – EDM or LA or both?
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3. Overview of current research and open questions
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4. Types of problems EDM addresses and the corresponding Machine Learning methods employed
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5. Classification, Prediction, Clustering: worked examples and case studies
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6. From Data Visualization to Visual Analytics: current state, gaps and potentials
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0. Sample student evaluation material
1. Introduction to Big Data, Data Mining and Educational Data Mining
The concepts of Big Data and Data Mining are defined and exemplified in this Unit. The same concepts are narrowed down to the field of Education and their role and contribution in education-related research are examined.