• DocumentCode
    822597
  • Title

    Fast algorithms for online generation of profile association rules

  • Author

    Aggarwal, Charu C. ; Sun, Zheng ; Yu, Philip S.

  • Author_Institution
    IBM Thomas J. Watson Res. Center, Hawthorne, NY, USA
  • Volume
    14
  • Issue
    5
  • fYear
    2002
  • Firstpage
    1017
  • Lastpage
    1028
  • Abstract
    The results discussed in this paper are relevant to a large database consisting of consumer profile information together with behavioral (transaction) patterns. We introduce the concept of profile association rules, which discusses the problem of relating consumer buying behavior to profile information. The problem of online mining of profile association rules in this large database is discussed. We show how to use multidimensional indexing structures in order to actually perform the mining. The use of multidimensional indexing structures to perform profile mining provides considerable advantages in terms of the ability to perform very generic range-based online queries.
  • Keywords
    data mining; database indexing; marketing data processing; merging; query processing; very large databases; behavioral patterns; consumer buying behavior; consumer profile information; data mining; large database; multidimensional indexing structures; online profile association rule generation; range-based online queries; Association rules; Customer profiles; Data mining; Indexing; Itemsets; Marketing and sales; Multidimensional systems; Remuneration; Sun; Transaction databases;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2002.1033771
  • Filename
    1033771