Abstract
We introduce the visible k nearest neighbor (VkNN) query, which finds the k nearest objects that are visible to a query point. We also propose an algorithm to efficiently process the VkNN query. We compute the visible neighbors incrementally as we enlarge the search space. Our algorithm dramatically reduces the search cost compared to existing methods that require the computation of the visibility of all objects in advance. With extensive experiments, we show that our algorithm to process the VkNN query outperform the existing algorithms significantly.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Asano, T., Ghosh, S.K., Shermer, T.C.: Visibility in the plane. In: Handbook of Computation Geometry, pp. 829–876. Elsevier Science Publishers, Amsterdam (2000)
Beckmann, N., Kriegel, H., Schneider, R., Seeger, B.: The R*-tree: an efficient and robust access method for points and rectangles. In: Proceedings of the ACM SIGMOD Conf., Atlantic City, NJ, USA, pp. 322–331. ACM Press, New York (1990), doi:10.1145/93597.98741
Bentley, J.L.: Multidimensional binary search trees used for associative searching. CACM 18(9), 509–517 (1975)
Ferhatosmanoglu, H., Stanoi, I., Agrawal, D.P., El Abbadi, A.: Constrained Nearest Neighbor Queries. In: Jensen, C.S., Schneider, M., Seeger, B., Tsotras, V.J. (eds.) SSTD 2001. LNCS, vol. 2121, pp. 257–278. Springer, Heidelberg (2001)
Guttman, A.: R-trees: a dynamic index structure for spatial searching. In: Proceedings of the ACM SIGMOD Conf., Boston, MA, USA, pp. 47–57. ACM Press, New York (1984), doi:10.1145/602259.602266
Hjaltason, G.R., Samet, H.: Distance browsing in spatial databases. ACM Trans. Database Syst. 24(2), 265–318 (1999), doi:10.1145/320248.320255
Lee, K.C.K., Lee, W.C., Leong, H.V.: Nearest surrounder queries. In: Proceedings of the ICDE Conf., Atlanta, GA, USA, pp. 85–94. IEEE Computer Society Press, Los Alamitos (2006)
Roussopoulos, N., Kelley, S., Vincent, F.: Nearest neighbor queries. In: Proceedings of the ACM SIGMOD Conf., San Jose, CA, USA, pp. 71–79. ACM Press, New York (1995), doi:10.1145/223784.223794
Samet, H.: The quadtree and related hierarchical data structures. ACM Comput. Surv. 16(2), 187–260 (1984)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Nutanong, S., Tanin, E., Zhang, R. (2007). Visible Nearest Neighbor Queries. In: Kotagiri, R., Krishna, P.R., Mohania, M., Nantajeewarawat, E. (eds) Advances in Databases: Concepts, Systems and Applications. DASFAA 2007. Lecture Notes in Computer Science, vol 4443. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-71703-4_73
Download citation
DOI: https://doi.org/10.1007/978-3-540-71703-4_73
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-71702-7
Online ISBN: 978-3-540-71703-4
eBook Packages: Computer ScienceComputer Science (R0)