Tagging Space from Information Extraction and Popularity of Points of Interest

  • Ana O. Alves
  • Filipe Rodrigues
  • Francisco C. Pereira
Part of the Lecture Notes in Computer Science book series (LNCS, volume 7040)


This paper is about automatic tagging of urban areas considering its constituent Points of Interest. First, our approach geographically clusters places that offer similar services in the same generic category (e.g. Food & Dining; Entertainment & Arts) in order to identify specialized zones in the urban context. Then, these places are analysed and tagged from available information sources on the Web using KUSCO [2,3] and finally the most relevant tags are chosen considering not only the place itself but also its popularity in social networks. We present some experiments in the greater metropolitan area of Boston.


Context-Awareness Semantic Enrichment Web Mining 


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  1. 1.
    Abowd, G.D., Dey, A.K., Brown, P.J., Davies, N., Smith, M., Steggles, P.: Towards a Better Understanding of Context and Context-Awareness. In: Gellersen, H.-W. (ed.) HUC 1999. LNCS, vol. 1707, pp. 304–307. Springer, Heidelberg (1999)CrossRefGoogle Scholar
  2. 2.
    Alves, A.O., Pereira, F.C., Biderman, A., Ratti, C.: Place Enrichment by Mining the Web. In: Tscheligi, M., de Ruyter, B., Markopoulus, P., Wichert, R., Mirlacher, T., Meschterjakov, A., Reitberger, W. (eds.) AmI 2009. LNCS, vol. 5859, pp. 66–77. Springer, Heidelberg (2009)CrossRefGoogle Scholar
  3. 3.
    Alves, A.O., Pereira, F.C., Rodrigues, F., Oliveirinha, J.a.: Place in perspective: extracting online information about points of interest. In: Proc. of AmI 2011 (2011)Google Scholar
  4. 4.
    Amitay, E., Har’El, N., Sivan, R., Soffer, A.: Web-a-where: geotagging web content. In: SIGIR 2004, pp. 273–280. ACM, New York (2004)Google Scholar
  5. 5.
    Berjani, B., Strufe, T.: A Recommendation System for Spots in Location-Based Online Social Networks. In: Proc. of Eurosys Works on Social Network Systems (2011)Google Scholar
  6. 6.
    Cheng, Z., Caverlee, J., Lee, K., Sui, D.Z.: Exploring Millions of Footprints in Location Sharing Services. In: ICWSM 2011, Barcelona, Spain (2011)Google Scholar
  7. 7.
    Dubinko, M., Kumar, R., Magnani, J., Novak, J., Raghavan, P., Tomkins, A.: Visualizing tags over time. In: WWW 2006, pp. 193–202. ACM, New York (2006)Google Scholar
  8. 8.
    Ester, M., Kriegel, H.P., Sander, J., Xu, X.: A density-based algorithm for discovering clusters in large spatial databases with noise. In: KDD, pp. 226–231 (1996)Google Scholar
  9. 9.
    Falko Schmid, C.K.: In-situ communication and labeling of places. In: 6th International Symposium on LBS & TeleCartography. Springer, Heidelberg (September 2009)Google Scholar
  10. 10.
    Jaffe, A., Naaman, M., Tassa, T., Davis, M.: Generating summaries and visualization for large collections of geo-referenced photographs. In: MIR 2006, pp. 89–98 (2006)Google Scholar
  11. 11.
    Lemmens, R., Deng, D.: Web 2.0 and semantic web: Clarifying the meaning of spatial features. In: Semantic Web meets Geopatial Applications, AGILE 2008 (2008)Google Scholar
  12. 12.
    Mihalcea, R.: Semcor semantically tagged corpus. Tech. rep., University of North Texas (1998), http://citeseer.ist.psu.edu/250575.html
  13. 13.
    Noulas, A., Scellato, S., Mascolo, C., Pontil, M.: An Empirical Study of Geographic User Activity Patterns in Foursquare. In: ICWSM 2011, Barcelona, Spain (2011)Google Scholar
  14. 14.
    Rattenbury, T., Good, N., Naaman, M.: Towards automatic extraction of event and place semantics from flickr tags. In: SIGIR 2007, pp. 103–110 (2007)Google Scholar
  15. 15.
    Resnik, P.: Using information content to evaluate semantic similarity in a taxonomy. In: IJCAI, pp. 448–453 (1995)Google Scholar
  16. 16.
    Salton, G., Buckley, C.: Term-weighting approaches in automatic text retrieval. Information Processing and Management 24(5), 513–523 (1988)CrossRefGoogle Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2011

Authors and Affiliations

  • Ana O. Alves
    • 1
    • 2
  • Filipe Rodrigues
    • 1
  • Francisco C. Pereira
    • 1
  1. 1.CISUCUniversity of CoimbraPortugal
  2. 2.ISECCoimbra Institute of EngineeringPortugal

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