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AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
Romero, C. & Ventura, S. Educational data mining: A survey from 1995 to 2005 2007 Expert Syst. Appl.   article DOIURL  
Abstract: Currently there is an increasing interest in data mining and educational systems, making educational data mining as a new growing research community. This paper surveys the application of data mining to traditional educational systems, particular web-based courses, well-known learning content management systems, and adaptive and intelligent web-based educational systems. Each of these systems has different data source and objectives for knowledge discovering. After preprocessing the available data in each case, data mining techniques can be applied: statistics and visualization; clustering, classification and outlier detection; association rule mining and pattern mining; and text mining. The success of the plentiful work needs much more specialized work in order for educational data mining to become a mature area.
BibTeX:
@article{romero07,
  author = {Romero, C. and Ventura, S.},
  title = {Educational data mining: A survey from 1995 to 2005},
  journal = {Expert Syst. Appl.},
  publisher = {Pergamon Press, Inc.},
  year = {2007},
  volume = {33},
  number = {1},
  pages = {135--146},
  url = {http://portal.acm.org/citation.cfm?id=1223659},
  doi = {http://dx.doi.org/10.1016/j.eswa.2006.04.005}
}

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