Data Quality Assurance for Volunteered Geographic Information

作者: Ahmed Loai Ali , Falko Schmid

DOI: 10.1007/978-3-319-11593-1_9

关键词: Constraint (information theory)Volunteered geographic informationComputer scienceA domainConsistency (database systems)Information retrievalData qualityQuality (business)

摘要: The availability of technology and tools enables the public to participate in collection, contribution, editing, usage geographic information, a domain previously reserved for mapping agencies or companies. data Volunteered Geographic Information (VGI) systems, such as OpenStreetMap (OSM), is based on participation individuals. However, this combination also implies quality issues related data: some contributed entities can be assigned wrong implausible classes, due individual interpretation submitted data, misunderstanding about available classes. In paper we propose two methods check integrity VGI with respect hierarchical consistency classification plausibility. These are constraint checking machine learning methods. They used validity during contribution at later stage collaborative manual automatic correction.

参考文章(27)
Falko Schmid, Lutz Frommberger, Cai Cai, Christian Freksa, What You See is What You Map: Geometry-Preserving Micro-Mapping for Smaller Geographic Objects with mapIT Geographic Information Science at the Heart of Europe. pp. 3- 19 ,(2013) , 10.1007/978-3-319-00615-4_1
Ina Ludwig, Angi Voss, Maike Krause-Traudes, A Comparison of the Street Networks of Navteq and OSM in Germany Lecture Notes in Geoinformation and Cartography. pp. 65- 84 ,(2011) , 10.1007/978-3-642-19789-5_4
Christopher M. Bishop, Pattern Recognition and Machine Learning (Information Science and Statistics) Springer-Verlag New York, Inc.. ,(2006)
Christopher Barron, Pascal Neis, Alexander Zipf, A Comprehensive Framework for Intrinsic OpenStreetMap Quality Analysis Transactions in Gis. ,vol. 18, pp. 877- 895 ,(2014) , 10.1111/TGIS.12073
Mark A. Hall, Ian H. Witten, Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques ,(1999)
Jean-François Girres, Guillaume Touya, Quality Assessment of the French OpenStreetMap Dataset Transactions in Gis. ,vol. 14, pp. 435- 459 ,(2010) , 10.1111/J.1467-9671.2010.01203.X
Peter Mooney, Padraig Corcoran, The Annotation Process in OpenStreetMap Transactions in Gis. ,vol. 16, pp. 561- 579 ,(2012) , 10.1111/J.1467-9671.2012.01306.X
Ron Kohavi, A study of cross-validation and bootstrap for accuracy estimation and model selection international joint conference on artificial intelligence. ,vol. 2, pp. 1137- 1143 ,(1995)
Christoph Mülligann, Krzysztof Janowicz, Mao Ye, Wang-Chien Lee, Analyzing the Spatial-Semantic Interaction of Points of Interest in Volunteered Geographic Information Spatial Information Theory. pp. 350- 370 ,(2011) , 10.1007/978-3-642-23196-4_19
Falko Schmid, Lutz Frommberger, Chunyuan Cai, Frank Dylla, Lowering the barrier Proceedings of the 4th Annual Symposium on Computing for Development - ACM DEV-4 '13. pp. 8- ,(2013) , 10.1145/2537052.2537056