DocumentCode :
3041892
Title :
GeoDDupe: A Novel Interface for Interactive Entity Resolution in Geospatial Data
Author :
Kang, Hyunmo ; Sehgal, Vivek ; Getoor, Lise
fYear :
2007
fDate :
4-6 July 2007
Firstpage :
489
Lastpage :
496
Abstract :
Due to the growing interest in geospatial data mining and analysis, data cleaning and integration in geospatial data is becoming an important issue. Geospatial entity resolution is the process of reconciling multiple location references to the same real world location within a single data source (deduplication) or across multiple data sources (integration). In this paper, we introduce an interactive tool called GeoDDupe which effectively combines automatic data mining algorithms for geospatial entity resolution with a novel network visualization supporting users´ resolution analysis and decisions. We illustrate the GeoDDupe interface with an example geospatial dataset and show how users can efficiently and accurately resolve location entities. Finally, the case study with two real-world geospatial datasets demonstrates the potential of GeoDDupe.
Keywords :
data mining; geography; user interfaces; GeoDDupe; automatic data mining algorithms; data cleaning; geospatial data mining; geospatial entity resolution; interactive entity resolution; interactive tool; network visualization; Cleaning; Computer interfaces; Computer science; Data analysis; Data mining; Data visualization; Databases; Educational institutions; Merging; Spatial resolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Visualization, 2007. IV '07. 11th International Conference
Conference_Location :
Zurich
ISSN :
1550-6037
Print_ISBN :
0-7695-2900-3
Type :
conf
DOI :
10.1109/IV.2007.55
Filename :
4272026
Link To Document :
بازگشت