• DocumentCode
    3624693
  • Title

    Testing Attribute Selection Algorithms for Classification Performance on Real Data

  • Author

    Mihaescu Marian Cristian;Burdescu Dumitru Dan

  • Author_Institution
    Software Engineering Department, Faculty of Automation, Computers and Electronics, University of Craiova, Romania. phone/fax: 40-251-438198
  • fYear
    2006
  • Firstpage
    581
  • Lastpage
    586
  • Abstract
    We have developed an e-learning platform which records all activity done by students. We try to create an analysis framework that may be used for proving whether or not the platform can classify the students according to their accumulated knowledge. In this process, attribute selection is one of the major initial steps that must be accomplished. In this paper we show what implications may have attribute selection for classification performance and which are the best techniques that may lead to concluding results
  • Keywords
    "Classification algorithms","Electronic learning","Decision trees","Data engineering","Machine learning","Data mining","Reliability engineering","Materials testing","Intelligent systems","System testing"
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems, 2006 3rd International IEEE Conference on
  • ISSN
    1541-1672
  • Print_ISBN
    1-4244-0195-X
  • Electronic_ISBN
    1941-1294
  • Type

    conf

  • DOI
    10.1109/IS.2006.348484
  • Filename
    4155491