Improving vertical geo/geo disambiguation by increasing geographical feature weights of places

  • Authors:
  • Yoshihide Hosokawa

  • Affiliations:
  • Gunma University, Tenjin-cho, Kiryu City, Gunma, Japan

  • Venue:
  • Proceedings of the 2012 ACM Research in Applied Computation Symposium
  • Year:
  • 2012

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Abstract

Importance of geocoding is emphasized in order to develop location-aware information retrieval systems for documents which include place names. Geocoding is used for translating those place names to geocodes. A geocode is often a pair of latitude and longitude values. In prior work, the first vertical geo/geo disambiguation method was developed for the documents. This disambiguation allows in finding fine-grained places that are relevant to ambiguous place names. However, the names of the fine-grained places have not yet appeared in the documents. A main feature of the prior method was based on a hypothesis that places would be identified by geographical and nongeographical features of themselves. Geographical features of each place are defined as the descriptions for identifying it, such as its geocode, its full address string, and its names. Nongeographical features of each place describe the location-independent aspects of historical events and objects that appeared there. Using conventional information retrieval techniques, the prior method was implemented for using only the statistics of terms that were included in both features of places. However, this implementation ignored geographical features of places in geocoding. This paper presents a new implementation method for improving the prior method. A main feature of the proposed method is to extend the prior method by a new parameter. This parameter is used for emphasizing geographical features of all places in geocoding. Through several experiments, the accuracy of the proposed method reached up to around 90% when geographical features of places were emphasized in a geocoding process.