Article ID Journal Published Year Pages File Type
506347 Computers, Environment and Urban Systems 2014 13 Pages PDF
Abstract

•The paper presents the spatio-multidimensional analysis of VGI data.•The paper presents a UML profile for VGI data.•The paper presents a real implementation of a Relational OLAP architecture.

Volunteered Geographic Information (VGI) has great potential for enhancing analysts’ capabilities, assuming that VGI data quality issues, such as credibility and precision, are properly addressed. In this paper, we study the integration of VGI in Spatial OLAP (SOLAP) systems, which allow the integration and analysis of large volumes of good quality data. Using a real-world scenario, we highlight some similarities and differences among these two types of systems. We define a conceptual quality-oriented framework for warehousing and OLAPing VGI data. In particular, to address precision and credibility problems related to VGI data, we propose two new ETL operators: aggregation based on the VGI credibility and a filter based on the historical precision. We also define a new spatio-multidimensional model that provides decision makers with a global description of the quality of the aggregated data. To validate our proposal, we extend the classical relational SOLAP architecture using a standard VGI system.

Related Topics
Physical Sciences and Engineering Computer Science Computer Science Applications
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