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Description
  • Learning analytics is concerned with collecting, analyzing, and understanding data obtained from students. In this paper, we introduce methods based on data mining and social network analysis to predict a student success. We also focus on identification of different types of data that can be obtained from university information systems. We discuss their influence on the prediction accuracy. We confirm that data about student social behaviour improve accuracy successfully by 3% for one third of the 62 investigated courses.
  • Learning analytics is concerned with collecting, analyzing, and understanding data obtained from students. In this paper, we introduce methods based on data mining and social network analysis to predict a student success. We also focus on identification of different types of data that can be obtained from university information systems. We discuss their influence on the prediction accuracy. We confirm that data about student social behaviour improve accuracy successfully by 3% for one third of the 62 investigated courses. (en)
Title
  • The Influence of Social Data on Student Success Prediction
  • The Influence of Social Data on Student Success Prediction (en)
skos:prefLabel
  • The Influence of Social Data on Student Success Prediction
  • The Influence of Social Data on Student Success Prediction (en)
skos:notation
  • RIV/00216224:14330/14:00075611!RIV15-MSM-14330___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(LA09016), S
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 21600
http://linked.open...ai/riv/idVysledku
  • RIV/00216224:14330/14:00075611
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Social Network Analysis; Educational Data Mining; Prediction; Information System (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [8F2279EF9A9F]
http://linked.open...v/mistoKonaniAkce
  • Porto, Portugal
http://linked.open...i/riv/mistoVydani
  • Portugal
http://linked.open...i/riv/nazevZdroje
  • Proceedings of the 18th International Database Engineering & Applications Symposium - IDEAS 2014
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Bydžovská, Hana
  • Popelínský, Lubomír
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
number of pages
http://purl.org/ne...btex#hasPublisher
  • BytePress
https://schema.org/isbn
  • 9781450326278
http://localhost/t...ganizacniJednotka
  • 14330
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