• DocumentCode
    3536198
  • Title

    A Survey and Future Vision of Data Mining in Educational Field

  • Author

    Sachin, R.B. ; Vijay, M.S.

  • Author_Institution
    Dept. of Comput. Eng., Yadavrao Tasgaonkar Coll. of Eng. & Manage., Mumbai, India
  • fYear
    2012
  • fDate
    7-8 Jan. 2012
  • Firstpage
    96
  • Lastpage
    100
  • Abstract
    Educational data mining is an emerging trend, concerned with developing techniques for exploring, and analyzing the huge data that come from the educational context. EDM is poised to leverage an enormous amount of research from data mining community and apply that research to educational problems in learning, cognition and assessment. In recent years, Educational data mining has proven to be more successful at many of these educational statistics problems due to enormous computing power and data mining algorithms. This paper surveys the history and applications of data mining techniques in the educational field. The objective is to introduce data mining to traditional educational system, web-based educational system, intelligent tutoring system, and e-learning. This paper describes how to apply the main data mining techniques such as prediction, classification, relationship mining, clustering, and social area networking to educational data.
  • Keywords
    data mining; intelligent tutoring systems; pattern classification; pattern clustering; social networking (online); Web based educational system; classification; clustering; computing power; data mining community; e-learning; educational data mining; educational field; educational statistics problems; intelligent tutoring system; relationship mining; social area networking; Association rules; Education; Learning systems; Social network services; Text mining; Educational Data Mining (EDM); data mining; knowledge discovery in databases (KDD);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Computing & Communication Technologies (ACCT), 2012 Second International Conference on
  • Conference_Location
    Rohtak, Haryana
  • Print_ISBN
    978-1-4673-0471-9
  • Type

    conf

  • DOI
    10.1109/ACCT.2012.14
  • Filename
    6168340