• DocumentCode
    3538776
  • Title

    Performance prediction of students using distributed data mining

  • Author

    Parmar, Krina ; Vaghela, Dineshkumar ; Sharma, Priyanka

  • Author_Institution
    Parul Inst. Of Technol., Vadodara, India
  • fYear
    2015
  • fDate
    19-20 March 2015
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    The performance of students in higher education in India is a turning point in the academics for all students for their brightest career. In today´s generation the amount of data stored in educational database increasing at a great rate. These databases contain secret information for improvement of students´ performance; these data can be located at different nodes in distributed system. Classification and prediction are among the major techniques in Data mining and widely used in various fields. In this paper classification techniques are used for prediction of student performance in distributed environment. Data mining methods are often implemented at many advance universities today for analyzing available data and extracting information and knowledge to support decisionmaking. While it is important to have models at local level, their results makes it difficult to extract knowledge that can be useful at the global level. Therefore, to support decision making at this area, it is important to generalize the information contained in those models, specific classifier method can be used to generalize these rules for global model.
  • Keywords
    data mining; decision making; distributed databases; educational institutions; further education; pattern classification; India; advance universities; decision-making; distributed data mining; educational database; higher education; information extraction; knowledge extraction; performance prediction; Classification algorithms; Clustering algorithms; Data mining; Data models; Decision trees; Distributed databases; Classification; Clustering; Distributed Data mining; Educational Data mining; Prediction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Innovations in Information, Embedded and Communication Systems (ICIIECS), 2015 International Conference on
  • Conference_Location
    Coimbatore
  • Print_ISBN
    978-1-4799-6817-6
  • Type

    conf

  • DOI
    10.1109/ICIIECS.2015.7192860
  • Filename
    7192860