Title :
The Application of Data Mining Technology in Distance Learning Evaluation
Author :
Yubing, Ai ; Jianping, Zhang
Author_Institution :
Sch. of Educ., Zhejiang Normal Univ., Jinhua, China
Abstract :
In the distance learning environment, students mainly study in their own pace and in their spare time. This has been a challenge for online institutions to supervise students´online learning and evaluate learning outcomes. So far there is little research have been conducted on the quality of distant learning. One effective way to improve learning outcomes is through scientific and efficient assessment to identifying problems, so that suitable strategies could be development. This paper uses a typical distance education system as the operating environment and introduces the data mining technology into the process of evaluation on distance learning. Text Mining and Usage Mining technology are uesed to to carry out excavation, analysis and contrast evaluation Rubric on students´ learning processes and learning performances to achieve the aims of improving the efficiency of learning evaluation.
Keywords :
data mining; distance learning; educational institutions; data mining technology; distance education system; distance learning evaluation; online institution; student online learning; text mining; usage mining technology; Computer aided instruction; Knowledge engineering; Machine learning; Servers; Text mining; application; data mining; distance learning; evaluation;
Conference_Titel :
Information Technology and Applications (IFITA), 2010 International Forum on
Conference_Location :
Kunming
Print_ISBN :
978-1-4244-7621-3
Electronic_ISBN :
978-1-4244-7622-0
DOI :
10.1109/IFITA.2010.153