A privacy protected k-NN query processing algorithm based on network Voronoi diagram in spatial networks

  • Jung Ho Um
  • , Miyoung Jang
  • , Jae Woo Chang*
  • *Corresponding author for this work

    Research output: Contribution to journalJournal articlepeer-review

    Abstract

    With the advances in wireless Internet and mobile positioning technology, location-based services (LBSs) have become popular. In LBSs, users must send their exact locations in order to use the services, but they may be subject to several privacy threats. To solve this problem, query processing algorithms based on a cloaking method have been proposed. The algorithms use spatial cloaking methods to blur the user's exact location in a region satisfying the required privacy threshold (k). With the cloaked region, an LBS server can execute a spatial query processing algorithm preserving their privacy. However, the existing algorithms cannot provide good query processing performance. To resolve this problem, we, in this paper, propose a k-NN query processing algorithm based on network Voronoi diagram for spatial networks. Therefore, our algorithm can reduce network expansion overhead and share the information of the expanded road network. In order to demonstrate the efficiency of our algorithms, we have conducted extensive performance evaluations. The results show that our algorithm achieves better performance on retrieval time than the existing algorithms, such as PSNN and kRNN. This is because our k-NN query processing algorithm can greatly reduce a network expansion cost for retrieving k POIs.

    Original languageEnglish
    Pages (from-to)1735-1745
    Number of pages11
    JournalIEICE Transactions on Information and Systems
    VolumeE97-D
    Issue number7
    DOIs
    StatePublished - 2014.07

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 11 - Sustainable Cities and Communities
      SDG 11 Sustainable Cities and Communities

    Keywords

    • Cloaking region based query processing algorithm
    • K-NN query processing algorithm
    • Location based services (LBS)
    • Network Voronoi diagram

    Quacquarelli Symonds(QS) Subject Topics

    • Computer Science & Information Systems
    • Engineering - Electrical & Electronic
    • Engineering - Petroleum
    • Data Science

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