The V*-Diagram: a query-dependent approach to moving KNN queries

  • Authors:

  • Sarana Nutanong;Rui Zhang;Egemen Tanin;Lars Kulik

  • Affiliations:

  • University of Melbourne, Victoria, Australia and NICTA Victoria Laboratory, Australia;University of Melbourne, Victoria, Australia;University of Melbourne, Victoria, Australia and NICTA Victoria Laboratory, Australia;University of Melbourne, Victoria, Australia and NICTA Victoria Laboratory, Australia

  • Venue:
  • Proceedings of the VLDB Endowment
  • Year:
  • 2008

Quantified Score

Hi-index 0.00

Visualization

Abstract

The moving k nearest neighbor (MkNN) query finds the k nearest neighbors of a moving query point continuously. The high potential of reducing the query processing cost as well as the large spectrum of associated applications have attracted considerable attention to this query type from the database community. This paper presents an incremental safe-region-based technique for answering MkNN queries, called the V*-Diagram. In general, a safe region is a set of points where the query point can move without changing the query answer. Traditional safe-region approaches compute a safe region based on the data objects but independent of the query location. Our approach exploits the current knowledge of the query point and the search space in addition to the data objects. As a result, the V*-Diagram has much smaller IO and computation costs than existing methods. The experimental results show that the V*-Diagram outperforms the best existing technique by two orders of magnitude.