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
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