DocumentCode
2984750
Title
The Use of the Galois lattice for the extraction and the visualization of the spatial association rules
Author
Marghoubi, R. ; Boulmakoul, A. ; Zeitouni, K.
Author_Institution
Tech. Fac. of Sci. of Mohammedia
fYear
2006
fDate
Aug. 2006
Firstpage
606
Lastpage
611
Abstract
Spatial data mining is a challenging issue in data mining research area. In this paper we present a novel algorithm for mining spatial association rules. Those rules are meant to discover hidden spatial relationships between located phenomena. Our approach is divided in two steps. The first one elaborates a spatial context, while the second step focuses in pattern mining. To this end, we use the Galois lattice paradigm. Indeed, this lattice allows efficient mining of association rules based on closed itemsets. This results in an effective and efficient method for mining spatial association rules. Resides, we implement the visualisation of extracted spatial association rules by extending Galicia platform to spatial context. This paper underpins our approach, the prototype and provides the experimental results. Our target application is related to the promotion of the use of Internet in Morocco, and more precisely the improvement of the added value services
Keywords
Galois fields; data mining; Galicia platform; Galois lattice; Internet; pattern mining; spatial association rules; spatial data mining; Association rules; Data mining; Databases; Humans; Information technology; Itemsets; Lattices; Prototypes; Signal processing; Visualization; Added Value Services; Frequent Closed Itemsets; Galicia; Galois Lattice; Spatial Association Rules; Spatial Relationships; Spatial data mining;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Information Technology, 2006 IEEE International Symposium on
Conference_Location
Vancouver, BC
Print_ISBN
0-7803-9753-3
Electronic_ISBN
0-7803-9754-1
Type
conf
DOI
10.1109/ISSPIT.2006.270872
Filename
4042314
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