Abstract
Mobile devices are increasingly the primary way people access information on the Web. More and more users are carrying small computing devices with them wherever they go and can access the Internet regardless of their location. Whereas prior to the wide adoption of mobile devices, a user’s online life and offline life were partitioned by time and location, now there is less of a division. Users can carry their online friends with them and maintain a constant contact in the form of status updates and uploaded pictures and video, in a running social commentary that blurs the distinction between online and offline interactions. This has lead to a proliferation of data that connects a user’s online social network with their offline activities. As a result, the data they create provides a solid link between users, what they are doing offline, and what they are contributing online. The question is how to harness this content.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
Notes
- 1.
www.flickr.com, visited May 2012
- 2.
http://www.flickr.com/services/api/, visited May 2012
- 3.
http://www.multimediaeval.org/, visited March 2012
- 4.
The SAPIR Project was funded by the European Commission under IST FP6, Contract no. 45128.
- 5.
The CoPhIR data set was built by researchers at the institute of the National Research Council of Italy together with the High Performance Computing and Networked Multimedia Information Systems Laboratories at the Consiglio nazionale Delle Ricerche and the Instituto di Scienza e Tecnologie dell’informazione ‘A. Faedo’ and is available for download from http://cophir.isti.cnr.it/whatis.html
- 6.
- 7.
www.twitter.com, visited March 2012
- 8.
http://www.facebook.com, visited May 2012
- 9.
http://www.panoramio.com/, visited May 2012
- 10.
http://developer.yahoo.com/geo/placemaker/, visited March 2012
- 11.
http://developer.yahoo.com/geo/geoplanet/, visited March 2012
- 12.
http://www.geonames.org/ visited March 2012
- 13.
Visited February 2012
- 14.
- 15.
www.gettyimages.com, Visited March 2012
- 16.
www.flickr.com, Visited March 2012
- 17.
References
Adamic, L.A., Baeza-Yates, R.A., Counts, S. (eds.): In: Proceedings of the Fifth International Conference on Weblogs and Social Media, Barcelona, July 17–21, 2011. AAAI, Menlo Park (2011)
Agarwal, S., Snavely, N., Simon, I., Seitz, S., Szeliski, R.: Building rome in a day. In: Proceedings of the 2009 IEEE 12th International Conference on Computer Vision, pp. 72–79, 29–Oct 2 2009. IEEE, Piscataway (2009)
Amitay, E., Har’El, N., Sivan, R., Soffer, A.: Web-a-where: geotagging web content. In: Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 273–280. ACM, New York (2004)
Backstrom, L., Sun, E., Marlow, C.: Find me if you can: improving geographical prediction with social and spatial proximity. In: Proceedings of the 19th International Conference on World Wide Web, pp. 61–70. ACM, New York (2010)
Bay, H., Tuytelaars, T., Van Gool, L.: Surf: speeded up robust features. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) Computer Vision - ECCV 2006. Lecture Notes in Computer Science, vol. 3951, pp. 404–417. Springer, Berlin/Heidelberg (2006) 10.1007/1174402332
Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)
Chang, J., Sun, E.: Location3: how users share and respond to location-based data on social. In: Adamic, L.A., Baeza-Yates, R.A., Counts, S. (eds.) Proceedings of the Fifth International Conference on Weblogs and Social Media, Barcelona, July 17–21, 2011. AAAI, Menlo Park (2011)
Cheng, Z., Caverlee, J., Lee, K.: You are where you tweet: a content-based approach to geo-locating Twitter users. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, pp. 759–768. ACM, New York (2010)
Clements, M., Serdyukov, P., de Vries, A.P., Reinders, M.J.: Using flickr geotags to predict user travel behaviour. In: Proceedings of the 33rd International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR ’10, pp. 851–852. ACM, New York (2010)
Commission Internationale de L’Eclairage (CIE): Colorimetry. CIE Publication, vol. 15.2, 2nd edn. Central Bureau of the CIE, Vienna (1986). ISBN 3-900-734-00-3
Crandall, D.J., Backstrom, L., Huttenlocher, D., Kleinberg, J.: Mapping the world’s photos. In: Proceedings of the 18th International Conference on World Wide Web, Madrid, pp. 761–770. ACM, New York (2009)
Crandall, D.J., Backstrom, L., Cosley, D., Suri, S., Huttenlocher, D., Kleinberg, J.: Inferring social ties from geographic coincidences. Proc. Natl. Acad. Sci. U.S.A. 107(52), 22436–22441 (2010)
Dalal, N., Triggs, B.: Histograms of oriented gradients for human detection. In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2005, vol. 1, pp. 886–893. IEEE, Los Alamitos (2005)
De Choudhury, M., Feldman, M., Amer-Yahia, S., Golbandi, N., Lempel, R., Yu, C.: Automatic construction of travel itineraries using social breadcrumbs. In: Proceedings of the 21st ACM Conference on Hypertext and Hypermedia, HT ’10, pp. 35–44. ACM, New York (2010)
De Rouck, C., Van Laere, O., Schockaert, S., Dhoedt, B.: Georeferencing Wikipedia pages using language models from Flickr. In: Proceedings of the Terra Cognita 2011 Workshop, Bonn, pp. 3–10 (2011)
Eisenstein, J., O’Connor, B., Smith, N.A., Xing, E.P.: A latent variable model for geographic lexical variation. In: Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, Cambridge, pp. 1277–1287 (2010)
Fink, C., Piatko, C., Mayfield, J., Chou, D., Finin, T., Martineau, J.: The geolocation of web logs from textual clues. In: Proceedings of the 2009 International Conference on Computational Science and Engineering, pp. 1088–1092. IEEE, Los Alamitos (2009)
Fontugne, R., Cho, K., Won, Y., Fukuda, K.: Disasters seen through flickr cameras. In: Proceedings of the Special Workshop on Internet and Disasters, SWID ’11, p. 5:1–5:10. ACM, New York (2011)
Friedland, G., Sommer, R.: Cybercasing the joint: on the privacy implications of geo-tagging. In: USENIX Workshop on Hot Topics in Security, Washington, DC (2010)
Gallagher, A., Joshi, D., Yu, J., Luo, J.: Geo-location inference from image content and user tags. In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009, pp. 55–62. IEEE, Piscataway (2009)
Gammeter, S., Bossard, L., Quack, T., Gool, L.V.: I know what you did last summer: object-level auto-annotation of holiday snaps. In: Proceedings of the IEEE 12th International Conference on Computer Vision, pp. 614–621, 29–Oct 2 2009. IEEE, Piscataway (2009)
Gomide, J., Veloso, A., Meira, W., Jr., Almeida, V., Benevenuto, F., Ferraz, F., Teixeira, M.: Dengue surveillance based on a computational model of spatio-temporal locality of twitter. In: Proceedings of the ACM SIGWEB Web Science Conference (WebSci), Koblenz (2011)
Han, J., Pei, J., Yin, Y.: Mining frequent patterns without candidate generation. SIGMOD Rec. 29, 1–12 (2000)
Hauff, C., Houben, G.-J.: WISTUD at MediaEval 2011: Placing task. In: Proceedings of the Working Notes of the MediaEval Workshop, Pisa (2011)
Hays, J., Efros, A.: IM2GPS: estimating geographic information from a single image. In: Proceedings of the Computer Vision and Pattern Recognitio, Anchorage, pp. 1–8 (2008)
Hollenstein, L.: Capturing vernacular geography from georeferenced tags. Master’s thesis, University of Zurich (2008)
Ivanov, I., Vajda, P., Lee, J.-S., Goldmann, L., Ebrahimi, T.: Geotag propagation in social networks based on user trust model. Multimed. Tools Appl. 56, 155–177 (2012). doi:10.1007/s11042-010-0570-7
Julesz, B.: Textons, the elements of texture perception, and their interactions. Nature 290, 3 (1981)
Kalogerakis, E., Vesselova, O., Hays, J., Efros, A., Hertzmann, A.: Image sequence geolocation with human travel priors. In: Proceedings of the 2009 IEEE 12th International Conference on Computer Vision, pp. 253–260, 29–Oct 2 2009. IEEE, Piscataway (2009)
Kelm, P., Schmiedeke, S., Sikora, T.: A hierarchical, multi-modal approach for placing videos on the map using millions of flickr photographs. In: Proceedings of the 2011 ACM workshop on Social and Behavioural Networked Media Access, SBNMA ’11, pp. 15–20. ACM, New York (2011)
Kelm, P., Schmiedeke, S., Sikora, T.: Multi-modal, multi-resource methods for placing flickr videos on the map. In: Proceedings of the 1st ACM International Conference on Multimedia Retrieval, ICMR ’11, pp. 52:1–52:8. ACM, New York (2011)
Kinsella, S., Murdock, V., O’Hare, N.: “I’m eating a sandwich in Glasgow”: modeling locations with tweets. In: Proceedings of the 3rd International Workshop on Search and Mining User-Generated Contents, pp. 61–68 (2011)
Knopp, J., Sivic, J., Pajdla, T.: Avoiding confusing features in place recognition. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) Computer Vision at ECCV 2010. Lecture Notes in Computer Science, vol. 6311, pp. 748–761. Springer, Berlin/Heidelberg (2010)
Kurashima, T., Iwata, T., Irie, G., Fujimura, K.: Travel route recommendation using geotags in photo sharing sites. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, CIKM ’10, pp. 579–588. ACM, New York (2010)
Li, Y., Crandall, D., Huttenlocher, D.: Landmark classification in large-scale image collections. In: Proceedings of the 2009 IEEE 12th International Conference on Computer Vision, pp. 1957–1964, 29–Oct 2 2009. IEEE, Piscataway (2009)
Lieberman, M.D., Samet, H., Sankaranayananan, J.: Geotagging: using proximity, sibling, and prominence clues to understand comma groups. In: Proceedings of the 6th Workshop on Geographic Information Retrieval, pp. 6:1–6:8. ACM, New York (2010)
Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60, 91–110 (2004). doi:10.1023/B:VISI.0000029664.99615.94
Lu, X., Wang, C., Yang, J.-M., Pang, Y., Zhang, L.: Photo2trip: generating travel routes from geo-tagged photos for trip planning. In: Proceedings of the International Conference on multimedia, MM ’10, pp. 143–152. ACM, New York (2010)
Lux, M., Chatzichristofis, S.A.: LIRe: Lucene image retrieval – an extensible java CBIR library. In: Proceedings of the 16th ACM International Conference on Multimedia, pp. 1085–1088. ACM, New York (2008)
Malik, J., Belongie, S., Shi, J., Leung, T.: Textons, contours and regions: cue integration in image segmentation. In: Proceedings of the Seventh IEEE International Conference on Computer Vision, vol. 2, pp. 918–925. IEEE, Los Alamitos (1999)
McCurley, K.S.: Geospatial mapping and navigation of the web. In: Proceedings of the 10th International Conference on World Wide Web, pp. 221–229. ACM, New York (2001)
Mendoza, M., Poblete, B., Castillo, C.: Twitter under crisis: can we trust what we rt? In: Proceedings of the Workshop on Social Media Analytics (KDD). ACM, New York (2010)
O’Hare, N., Murdock, V.: Modeling locations with social media. J. Inf. Retr. (2012, In press)
Oliva, A., Torralba, A.: Modeling the shape of the scene: a holistic representation of the spatial envelope. Int. J. Comput. Vis. 42, 145–175 (2001)
Quack, T., Leibe, B., Van Gool, L.: World-scale mining of objects and events from community photo collections. In: Proceedings of the 2008 International Conference on Content-Based Image and Video Retrieval, CIVR ’08, pp. 47–56. ACM, New York (2008)
Rattenbury, T., Naaman, M.: Methods for extracting place semantics from flickr tags. ACM Trans. Web 3, 1:1–1:30 (2009)
Sadilek, A., Kautz, H., Bigham, J.P. Finding your friends and following them to where you are. In: Proceedings of the Fifth ACM International Conference on Web Search and Data Mining, WSDM ’12, pp. 723–732. ACM, New York (2012)
Sakaki, T., Okazaki, M., Matsuo, Y.: Earthquake shakes twitter users: real-time event detection by social sensors. In: Proceedings of the 19th International Conference on World Wide Web, WWW ’10, pp. 851–860. ACM, New York (2010)
Scellato, S., Noulas, A., Mascolo, C.: Exploiting place features in link prediction on location-based social networks. In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data mining, KDD ’11, pp. 1046–1054. ACM, New York (2011)
Schockaert, S.: Vague regions in geographic information retrieval. SIGSPATIAL Spec. 3, 24–28 (2011)
Schockaert, S., De Cock, M.: Neighborhood restrictions in geographic ir. In: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 167–174. ACM, New York (2007)
Serdyukov, P., Murdock, V., van Zwol, R.: Placing flickr photos on a map. In: Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 484–491. ACM, New York (2009)
Shi, Y., Serdyukov, P., Hanjalic, A., Larson, M.: Personalized landmark recommendation based on geotags from photo sharing sites. In: Adamic, L.A., Baeza-Yates, R.A., Counts, S. (eds.) Proceedings of the Fifth International Conference on Weblogs and Social Media, Barcelona, July 17–21, 2011. AAAI, Menlo Park (2011)
Shrivastava, A., Malisiewicz, T., Gupta, A., Efros, A.A.: Data-driven visual similarity for cross-domain image matching. ACM Trans. Graph. 30(6), 154:1–154:10 (2011)
Sizov, S.: Geofolk: latent spatial semantics in web 2.0 social media. In: Proceedings of the 3rd ACM International Conference on Web Search and Data Mining, pp. 281–290. ACM, New York (2010)
Torralba, A., Fergus, R., Freeman, W.: 80 million tiny images: a large data set for nonparametric object and scene recognition. IEEE Trans. Pattern Anal. Mach. Intell. 30(11), 1958–1970 (2008)
Twaroch, F.A., Jones, C.B., Abdelmoty, A.I.: Acquisition of a vernacular gazetteer from web sources. In: Proceedings of the 1st International Workshop on Location and the Web, pp. 61–64. ACM, New York (2008)
Van Laere, O., Schockaert, S., Dhoedt, B.: Finding locations of flickr resources using language models and similarity search. In: Proceedings of the 1st ACM International Conference on Multimedia Retrieval, pp. 48:1–48:8. ACM, New York (2011)
Wing, B.P., Baldridge, J.: Simple supervised document geolocation with geodesic grids. In: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pp. 955–964 (2011)
Yin, Z., Cao, L., Han, J., Zhai, C., Huang, T.: Geographical topic discovery and comparison. In: Proceedings of the 20th International Conference on World Wide Web, Portland, pp. 247–256 (2011)
Yu, F.X., Ji, R., Chang, S.-F.: Active query sensing for mobile location search. In: Proceedings of the 19th ACM International Conference on Multimedia, MM ’11, pp. 3–12. ACM, New York (2011)
Zhang, W., Kosecka, J.: Image based localization in urban environments. In: Proceedings of the Third International Symposium on 3D Data Processing, Visualization, and Transmission, pp. 33–40. IEEE, Los Alamitos (2006)
Zhuang, J., Mei, T., Hoi, S.C., Hua, X.-S., Li, S.: Modeling social strength in social media community via kernel-based learning. In: Proceedings of the 19th ACM International Conference on Multimedia, MM ’11, pp. 113–122. ACM, New York (2011)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag London
About this chapter
Cite this chapter
Kelm, P., Murdock, V., Schmiedeke, S., Schockaert, S., Serdyukov, P., van Laere, O. (2013). Georeferencing in Social Networks. In: Ramzan, N., van Zwol, R., Lee, JS., Clüver, K., Hua, XS. (eds) Social Media Retrieval. Computer Communications and Networks. Springer, London. https://doi.org/10.1007/978-1-4471-4555-4_6
Download citation
DOI: https://doi.org/10.1007/978-1-4471-4555-4_6
Published:
Publisher Name: Springer, London
Print ISBN: 978-1-4471-4554-7
Online ISBN: 978-1-4471-4555-4
eBook Packages: Computer ScienceComputer Science (R0)