• DocumentCode
    3167017
  • Title

    A hybrid model for migrating customer segmentation with missing attributes

  • Author

    Ma, Jiaxin ; Lin, Huiming ; Lu, Jun ; Zhang, Ge

  • Author_Institution
    SMART Infrastruct. Facility, Univ. of Wollongong, Wollongong, NSW, Australia
  • fYear
    2013
  • fDate
    24-28 June 2013
  • Firstpage
    825
  • Lastpage
    830
  • Abstract
    Due to missing attributes in an enterprise´s database, migrating customer segmentation results from external dataset to enterprise database in difficult. In this paper, a hybrid model, called HMCS model, is presented. This model artificially generates values of missing attributes based on external dataset and populates them to enterprise database. Based on this model, an application in a telecom application is reported. Application indicates the presented model can produce acceptable segmentation results on the enterprise dataset which is with missing attributes.
  • Keywords
    customer profiles; data mining; database management systems; HMCS model; customer segmentation; enterprise database; enterprise dataset; hybrid model; missing attributes; telecom application;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
  • Conference_Location
    Edmonton, AB
  • Type

    conf

  • DOI
    10.1109/IFSA-NAFIPS.2013.6608507
  • Filename
    6608507