Accéder directement au contenu Accéder directement à la navigation
Article dans une revue

A new Spatial OLAP approach for the analysis of volunteered geographic information

Abstract : 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.
Mots-clés : OLAP
Type de document :
Article dans une revue
Liste complète des métadonnées

https://hal.inrae.fr/hal-02599992
Déposant : Migration Irstea Publications <>
Soumis le : samedi 16 mai 2020 - 03:49:04
Dernière modification le : lundi 18 mai 2020 - 14:34:36

Identifiants

Collections

Citation

S. Bimonte, O. Boulcema, O Machabert, S. Sellami. A new Spatial OLAP approach for the analysis of volunteered geographic information. Computers, Environment and Urban Systems, Elsevier, 2014, 48, pp.111-123. ⟨10.1016/j.compenvurbsys.2014.07.006⟩. ⟨hal-02599992⟩

Partager

Métriques

Consultations de la notice

18