• DocumentCode
    440585
  • Title

    A novel method to integrate spatial data mining and geographic information system

  • Author

    Xingxing, Jin ; Yingkun, Cai ; Kunqing, Xie ; Xiujun, Ma ; Yuxiang, Sun ; Cuo, Cai

  • Author_Institution
    Dept. of Intelligent Sci., Peking Univ., Beijing, China
  • Volume
    2
  • fYear
    2005
  • fDate
    25-29 July 2005
  • Abstract
    GIS is a good spatial analysis tool, nevertheless, as the accumulation of spatial data, the functions that GIS offers are not enough. Spatial data mining, which can automatically discover implicit knowledge from spatial data, has recently received wide attention. However, the spatial data mining systems are not competent for preprocessing and presenting spatial data. Hence, the idea to integrate spatial data mining and GIS is straightforward. In this paper, we propose a novel method to integrate spatial data mining and GIS. This method is implemented with SPMML, an XML-based language that is extended from PMML. We build a prototype system with this method and it works well.
  • Keywords
    data mining; geographic information systems; geophysical signal processing; geophysical techniques; spatial data structures; SPMML; XML-based language; geographic information system; implicit knowledge discovery; spatial analysis; spatial data mining; Association rules; Data mining; Geographic Information Systems; Information analysis; Laboratories; Machine intelligence; Markup languages; Predictive models; Prototypes; Sun;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoscience and Remote Sensing Symposium, 2005. IGARSS '05. Proceedings. 2005 IEEE International
  • Print_ISBN
    0-7803-9050-4
  • Type

    conf

  • DOI
    10.1109/IGARSS.2005.1525219
  • Filename
    1525219