• DocumentCode
    2507166
  • Title

    Foundations of predictive data mining

  • Author

    Jovanovic, N. ; Milutinovic, V. ; Obradovic, Z.

  • fYear
    2002
  • fDate
    2002
  • Firstpage
    53
  • Lastpage
    58
  • Abstract
    The aim of this paper is to introduce a novel reader to the topic of predictive data mining (DM) by discussing technical aspects and requirements of common mining tools. A description of DM scope is followed by comparing DM to related data management and analysis techniques. This is followed by a discussion of a typical predictive DM process, and some of the more successful algorithms and software packages.
  • Keywords
    data mining; data warehouses; decision trees; feedforward neural nets; genetic algorithms; K-nearest neighbor classification technique; algorithms; data management techniques; data warehousing; decision trees; feed-forward neural network structure; foundations; genetic algorithms; knowledge discovery; logistic regression; predictive data mining; rule induction; software packages; technical aspects; Data analysis; Data mining; Data warehouses; Databases; Delta modulation; Dictionaries; Risk analysis; Software algorithms; Software packages; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Network Applications in Electrical Engineering, 2002. NEUREL '02. 2002 6th Seminar on
  • Print_ISBN
    0-7803-7593-9
  • Type

    conf

  • DOI
    10.1109/NEUREL.2002.1057967
  • Filename
    1057967