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Context-Aware Nearest Neighbor Query on Social Networks

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Social Informatics (SocInfo 2011)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 6984))

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Abstract

Social networking has grown rapidly over the last few years, and social networks contain a huge amount of content. However, it can be not easy to navigate the social networks to find specific information. In this paper, we define a new type of queries, namely context-aware nearest neighbor (CANN) search over social network to retrieve the nearest node to the query node that matches the context specified. CANN considers both the structure of the social network, and the profile information of the nodes. We design a hyper-graph based index structure to support approximated CANN search efficiently.

We would like to acknowledge that this research/project was carried out at the Living Analytics Research Centre (LARC), sponsored by Singapore National Research Foundation and Interactive & Digital Media Programme Office, Media Development Authority.

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References

  1. Cohen, E.: Fast algorithms for constructing t-spanners and paths with stretch t. SIAM J. Comput. 28, 210–236 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  2. Dijkstra, E.W.: A note on two problems in connexion with graphs. Numerische Mathematik 1(1), 269–271 (1959)

    Article  MathSciNet  MATH  Google Scholar 

  3. Erwig, M.: The graph Voronoi diagram with applications. Networks 36(3), 156–163 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  4. Gaboille, C., Peleg, D., Pérennes, S., Raz, R.: Distance labeling in graphs. Journal of Algorithms 53(1), 85–112 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  5. Goldberg, A.V., Harrelson, C.: Computing the shortest path: A search meets graph theory. In: SODA, pp. 156–165 (2005)

    Google Scholar 

  6. Gutman, R.: Reach-based routing: A new approach to shortest path algorithms optimized for road networks. In: ALENEX, pp. 100–111 (2004)

    Google Scholar 

  7. He, H., Wang, H., Yang, J., Yu, P.S.: Blinks: ranked keyword searches on graphs. In: SIGMOD, pp. 305–316 (2007)

    Google Scholar 

  8. Hu, H., Lee, D.L., Lee, V.C.S.: Distance indexing on road networks. In: VLDB, pp. 894–905 (2006)

    Google Scholar 

  9. Hulgeri, A., Nakhe, C.: Keyword searching and browsing in databases using banks. In: ICDE, pp. 431–443 (2002)

    Google Scholar 

  10. Jing, N., Huang, Y.-W., Rundensteiner, E.A.: Hierarchical encoded path views for path query processing: An optimal model and its performance evaluation. TKDE 10(3), 409–432 (1998)

    Google Scholar 

  11. Jung, S., Pramanik, S.: An efficient path computation model for hierarchically structured topographical road maps. TKDE 14(5), 1029–1046 (2002)

    Google Scholar 

  12. Kacholia, V., Pandit, S., Chakrabarti, S., Sudarshan, S., Desai, R., Karambelkar, H.: Bidirectional expansion for keyword search on graph databases. In: VLDB, pp. 505–516 (2005)

    Google Scholar 

  13. Lee, D., Leng, C.: Partitioned signature file: Design considerations and performance evaluation. TOIS 7(2), 158–180 (1989)

    Article  Google Scholar 

  14. Lee, D.L., Kim, Y.M., Patel, G.: Efficient signature file methods for text retrieval. TKDE 7(3), 423–435 (1995)

    Google Scholar 

  15. Leng, C., Lee, D.: Optimal weight assignment for signature generation. TODS 17(2), 346–373 (1992)

    Article  Google Scholar 

  16. Li, G., Feng, J., Chin Ooi, B., Wang, J., Zhou, L.: An effective 3-in-1 keyword search method over heterogeneous data sources. Inf. Syst. 36, 248–266 (2011)

    Article  Google Scholar 

  17. Burcher, N.: http://www.nickburcher.com/2010/03/facebook-usage-statistics-march-2010.html

  18. Peleg, D.: Proximity-preserving labeling schemes. J. Graph Theory 33, 167–176 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  19. Samet, H., Sankaranarayanan, J., Alborzi, H.: Scalable network distance browsing in spatial databases. In: SIGMOD, pp. 43–54 (2008)

    Google Scholar 

  20. Wei, F.: TEDI: efficient shortest path query answering on graphs. In: SIGMOD, pp. 99–110 (2010)

    Google Scholar 

  21. Xiao, Y., Wu, W., Pei, J., Wang, W., He, Z.: Efficiently indexing shortest paths by exploiting symmetry in graphs. In: EDBT, pp. 493–504 (2009)

    Google Scholar 

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Wang, Y., Zheng, B. (2011). Context-Aware Nearest Neighbor Query on Social Networks. In: Datta, A., Shulman, S., Zheng, B., Lin, SD., Sun, A., Lim, EP. (eds) Social Informatics. SocInfo 2011. Lecture Notes in Computer Science, vol 6984. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-24704-0_15

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  • DOI: https://doi.org/10.1007/978-3-642-24704-0_15

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-24703-3

  • Online ISBN: 978-3-642-24704-0

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