کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
388596 | 660930 | 2007 | 12 صفحه PDF | دانلود رایگان |
![عکس صفحه اول مقاله: Educational data mining: A survey from 1995 to 2005 Educational data mining: A survey from 1995 to 2005](/preview/png/388596.png)
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.
Journal: Expert Systems with Applications - Volume 33, Issue 1, July 2007, Pages 135–146