• DocumentCode
    3194897
  • Title

    Data mining using cultural algorithms and regional schemata

  • Author

    Jin, Xidong ; Reynolds, Robert G.

  • Author_Institution
    Innovative Software Syst. Inc., Ann Arbor, MI, USA
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    33
  • Lastpage
    40
  • Abstract
    In the paper we demonstrate how evolutionary search for functional optima can be used as a vehicle for data mining, that is, in the process of searching for optima in a multi-dimensional space we can keep track of the constraints that must be placed on related variables in order to move towards the optima. Thus, a side effect of evolutionary search can be the mining of constraints for related variables. We use a cultural algorithm framework to embed the search and store the results in regional schemata. An application to a large-scale real world archaeological data set is presented.
  • Keywords
    archaeology; data mining; evolutionary computation; temporal databases; very large databases; visual databases; constraints; cultural algorithm; data mining; evolutionary search; functional optima; large-scale archaeological data set; multi-dimensional space; regional schemata; Cultural differences; Data mining; Delta modulation; Evolutionary computation; Intelligent systems; Large-scale systems; Performance analysis; Software systems; Time series analysis; Visual databases;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools with Artificial Intelligence, 2002. (ICTAI 2002). Proceedings. 14th IEEE International Conference on
  • ISSN
    1082-3409
  • Print_ISBN
    0-7695-1849-4
  • Type

    conf

  • DOI
    10.1109/TAI.2002.1180785
  • Filename
    1180785