Publications

Harvesting geospatial knowledge from social metadata.

Abstract

Up-to-date geospatial information can help crisis management community to coordinate its response. In addition to data that is created and curated by experts, there is an abundance of user-generated, user-curated data on Social Web sites such as Flickr, Delicious, and Google Earth, that can be used to harvest knowledge to solve real-world problems. User-generated, or social, metadata can be used to learn concepts and relations between them that can improve information discovery, and data integration and management. We describe a method that aggregates social metadata created by thousands of users of the social photo-sharing site Flickr to learn geospatial concepts and relations. Our method leverages geotagged data to represent and reason about places. We evaluate learned geospatial relations by comparing them to a reference ontology provided by GeoNames. org. We show that our approach achieves good performance and also learns useful information that does not appear in the reference ontology.

Date
January 1, 1970
Authors
Suradej Intagorn, Anon Plangprasopchok, Kristina Lerman
Conference
ISCRAM