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Efficient general spatial skyline computation

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Abstract

With the emergence of location-aware mobile device technologies, communication technologies and GPS systems, the location based queries have attracted great attentions in the database literature. In many user recommendation web services, the spatial preference query is used to suggest the objects based on their spatial proximity with the facilities. In this paper, we study the problem of general spatial skyline (GSSKY) which can provide the minimal candidate set of the optimal solutions for any monotonic distance based spatial preference query. Efficient progressive algorithm called P-GSSKY is proposed to significantly reduce the number of non-promising objects in the computation. Moreover, we also propose spatial join based algorithm, called J-GSSKY, which can compute GSSKY efficiently in terms of I/O cost. The paper conducts a comprehensive performance study of the proposed techniques based on both real and synthetic data.

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References

  1. Börzsönyi, S., Kossmann, D., Stocker, K.: The skyline operator. In: ICDE (2001)

  2. Brinkhoff, T., Kriegel, H.P., Seeger, B.: Efficient processing of spatial joins using r-trees. In: SIGMOD Conference, pp. 237–246 (1993)

  3. Chen, Y., Patel, J.M.: Efficient evaluation of all-nearest-neighbor queries. In: ICDE (2007)

  4. Chomicki, J., Godfrey, P., Gryz, J., Liang, D.: Skyline with presorting. In: ICDE (2003)

  5. Deng, K., Zhou, X., Shen, H.T.: Multi-source skyline query processing in road networks. In: ICDE (2007)

  6. Godfrey, P.: Skyline cardinality for relational processing. In: FoIKS (2004)

  7. Guo, X., Ishikawa, Y., Gao, Y.: Direction-based spatial skylines. In: MobiDE (2010)

  8. Hjaltason, G.R., Samet, H.: Distance browsing in spatial databases. TODS 24(2), 265–318 (1999)

    Article  Google Scholar 

  9. Huang, X., Jensen, C.S.: In-route skyline querying for location-based services. In: W2GIS (2004)

  10. Huang, Y.W., Jing, N., Rundensteiner, E.A.: Spatial joins using R-trees: breadth-first traversal with global optimizations. In: VLDB (1997)

  11. Huang, J., Wen, Z., Qi, J., Zhang, R., Chen, J., He, Z.: Top-k most influential locations selection. In: CIKM, pp. 2377–2380 (2011)

  12. Kodama, K., Iijima, Y., Guo, X., Ishikawa, Y.: Skyline queries based on user locations and preferences for making location-based recommendations. In: GIS-LBSN (2009)

  13. Lin, Q., Xiao, C., Cheema, M.A., Wang, W.: Finding the sites with best accessibilities to amenities. In: DASFAA (2011)

  14. Lin, Q., Zhang, Y., Zhang, W., Li, A.: General spatial skyline operator. In: DASFAA, pp. 494–508 (2012)

  15. Papadias, D., Tao, Y., Fu, G., Seeger, B.: An optimal and progressive algorithm for skyline queries. In: SIGMOD (2003)

  16. Qi, J., Zhang, R., Kulik, L., Lin, D., Xue, Y.: The min-dist location selection query. In: ICDE, pp. 366–377 (2012)

  17. Rocha-Junior, J.B., Vlachou, A., Doulkeridis, C., Nørvåg, K.: Efficient processing of top-k spatial preference queries. PVLDB 4(2), 93–104 (2010)

    Google Scholar 

  18. Roussopoulos, N., Kelley, S., Vincent, F.: Nearest neighbor queries. In: SIGMOD Conference (1995)

  19. Sharifzadeh, M., Shahabi, C.: The spatial skyline queries. In: VLDB (2006)

  20. Son, W., Lee, M.W., Ahn, H.K., won Hwang, S.: Spatial skyline queries: an efficient geometric algorithm. In: SSTD (2009)

  21. Son, W., won Hwang, S., Ahn, H.K.: Mssq: Manhattan spatial skyline queries. In: SSTD (2011)

  22. Xia, T., Zhang, D., Kanoulas, E., Du, Y.: On computing top-t most influential spatial sites. In: VLDB (2005)

  23. Yiu, M.L., Dai, X., Mamoulis, N., Vaitis, M.: Top-k spatial preference queries. In: ICDE (2007)

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Correspondence to Ying Zhang.

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Lin, Q., Zhang, Y., Zhang, W. et al. Efficient general spatial skyline computation. World Wide Web 16, 247–270 (2013). https://doi.org/10.1007/s11280-012-0185-1

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