• DocumentCode
    1931746
  • Title

    A Method on Defining Target Variables and its Application

  • Author

    Wang, Gang ; Zeng, Shao-Hua

  • Volume
    4
  • fYear
    2007
  • fDate
    19-22 Aug. 2007
  • Firstpage
    2357
  • Lastpage
    2361
  • Abstract
    This paper focuses on a method of defining target variables, which is not defined accurately in data mining and its application. In the area of data mining, there is a class of target variables that can\´t be defined accurately, such as the definitions of high-end customers and degree of customer loyalty in the customer relationship. However, defining target variables is pre-requisite to construct a model of supervised learning. This paper introduces a method, "thermometer-onion", for defining the target variables and presents an example to illustrate its application.
  • Keywords
    data mining; learning (artificial intelligence); data mining; supervised learning; target variable definitions; thermometer-onion method; Algorithm design and analysis; Clustering algorithms; Cybernetics; Data mining; Electronic mail; Machine learning; Machine learning algorithms; Physics; Supervised learning; Support vector machines; Data mining; Definition of target variables; Support vector machine (SVM);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2007 International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-0973-0
  • Electronic_ISBN
    978-1-4244-0973-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2007.4370539
  • Filename
    4370539