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Visualizing tags over time

Published:23 May 2006Publication History

ABSTRACT

We consider the problem of visualizing the evolution of tags within the Flickr (flickr.com) online image sharing community. Any user of the Flickr service may append a tag to any photo in the system. Over the past year, users have on average added over a million tags each week. Understanding the evolution of these tags over time is therefore a challenging task. We present a new approach based on a characterization of the most interesting tags associated with a sliding interval of time. An animation provided via Flash in a web browser allows the user to observe and interact with the interesting tags as they evolve over time.New algorithms and data structures are required to support the efficient generation of this visualization. We combine a novel solution to an interval covering problem with extensions to previous work on score aggregation in order to create an efficient backend system capable of producing visualizations at arbitrary scales on this large dataset in real time.

References

  1. J. Allan, J. Carbonell, G. Doddington, J. Yamron, and Y. Yang. Topic detection and tracking pilot study: Final report. DARPA Broadcast News Transcription and Understanding Workshop, 1998.Google ScholarGoogle Scholar
  2. S. Chien and N. Immorlica. Semantic similarities between search engine queries using temporal correlation. In Proceedings of the 14th International Conference on World Wide Web, pages 2--11, 2005. Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. R. Fagin, A. Lotem, and M. Naor. Optimal aggregation algorithms for middleware. Journal of Computer and System Sciences, 66(4):614--656, 2003. Google ScholarGoogle ScholarDigital LibraryDigital Library
  4. S. Golder and B. Huberman. The structure of collaborative tagging systems. Journal of Information Science, 2006. Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. A. Guttman. R-trees : A dynamic index structure for spatial searching. In Proceedings of the ACM SIGMOD International Conference on Management of Data, pages 47--57, 1984. Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. M. Hadjieleftheriou, G. Kollios, V. J. Tsotras, and D. Gunopulos. Efficient indexing of spatiotemporal objects. In Proceedings of the 8th International Conferences on Extending Database Technology, pages 251--268, 2002. Google ScholarGoogle ScholarDigital LibraryDigital Library
  7. S. Havre, B. Hetzler, and L. Nowell. ThemeRiver: Visualizing thematic changes in large document collections. IEEE Transactions on Visualization and Computer Graphics, 8(1):9--20, 2002. Google ScholarGoogle ScholarDigital LibraryDigital Library
  8. J. Kleinberg. Bursty and hierarchical structure in streams. Data Mining and Knowledge Discovery, 7(4):373--397, 2003. Google ScholarGoogle ScholarDigital LibraryDigital Library
  9. J. Kleinberg. Temporal dynamics of on-line information systems. In M. Garofalakis, J. Gehrke, and R. Rastogi, editors, Data Stream Management: Processing High-Speed Data Streams. Springer, 2006.Google ScholarGoogle Scholar
  10. H. Korth and A. Silberschatz. Database System Concepts. McGraw-Hill, second edition, 1991. Google ScholarGoogle ScholarDigital LibraryDigital Library
  11. R. Kumar, J. Novak, P. Raghavan, and A. Tomkins. On the bursty evolution of blogspace. World Wide Web, 8(2):159--178, 2005. Google ScholarGoogle ScholarDigital LibraryDigital Library
  12. J. Lin, E. J. Keogh, S. Lonardi, J. P. Lankford, and D. M. Nystrom. Viztree: a tool for visually mining and monitoring massive time series databases. In Proceedings of International Conference on Very Large Data Bases, pages 1269--1272, 2004. Google ScholarGoogle ScholarDigital LibraryDigital Library
  13. B. Milash, C. Plaisant, and A. Rose. Lifelines: visualizing personal histories. In Proceedings of the International Conference Companion on Human Factors in Computing Systems, pages 392--393, 1996. Google ScholarGoogle ScholarDigital LibraryDigital Library
  14. D. Millen, J. Feinberg, and B. Kerr. Social bookmarking in the enterprise. ACM Queue, 3(9):28--35, 2005. Google ScholarGoogle ScholarDigital LibraryDigital Library
  15. S. Robertson and S. Walker. Okapi/Keenbow at Trec-8. In Proceedings of the 8th Text Retrieval Conference, pages 151--161, 2000.Google ScholarGoogle Scholar
  16. M. T. Roth, M. Arya, L. Haas, M. Carey, W. Cody, R. Fagin, P. Schwarz, J. Thomas, and E. Wimmers. The Garlic project. In Proceedings of the ACM SIGMOD International Conference on Management of Data, page 557, 1996. Google ScholarGoogle ScholarDigital LibraryDigital Library
  17. S. Saltenis, C. Jensen, S. Leutenegger, and M. A. Lopez. Indexing the positions of continuously moving objects. In Proceedings of the ACM SIGMOD International Conference on Management of Data, pages 331--342, 2000. Google ScholarGoogle ScholarDigital LibraryDigital Library
  18. B. Shneiderman. Tree visualization with tree-maps: 2-d space-filling approach. ACM Transactions on Graphics, 11(1):92--99, 1992. Google ScholarGoogle ScholarDigital LibraryDigital Library
  19. M. Vlachos, C. Meek, Z. Vagena, and D. Gunopulos. Identifying similarities, periodicities, and bursts for online search queries. In Proceedings of the ACM SIGMOD International Conference on Management of Data, pages 131--142, 2004. Google ScholarGoogle ScholarDigital LibraryDigital Library
  20. I. Witten, A. Moffat, and T. Bell. Managing Gigabytes. Morgan Kaufmann Publishers, second edition, 1999.Google ScholarGoogle Scholar
  21. Y. Yang, T. Pierce, and J. Carbonell. A study on retrospective and on-line event detection. In Proceedings of the 21st Annual International ACM Conference on Research and Development in Information Retrieval, pages 28--36, 1998. Google ScholarGoogle ScholarDigital LibraryDigital Library

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      cover image ACM Conferences
      WWW '06: Proceedings of the 15th international conference on World Wide Web
      May 2006
      1102 pages
      ISBN:1595933239
      DOI:10.1145/1135777

      Copyright © 2006 ACM

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      • Published: 23 May 2006

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