• DocumentCode
    740535
  • Title

    Beyond Millisecond Latency k NN Search on Commodity Machine

  • Author

    Liao, Bailong ; U, Leong Hou ; Yiu, Man Lung ; Gong, Zhiguo

  • Author_Institution
    Department of Computer and Information Science, University of Macau, Macau
  • Volume
    27
  • Issue
    10
  • fYear
    2015
  • Firstpage
    2618
  • Lastpage
    2631
  • Abstract
    The k nearest neighbor ( k NN) search on road networks is an important function in web mapping services. These services are now dealing with rapidly arriving queries, that are issued by a massive amount of users. While overlay graph-based indices can answer shortest path queries efficiently, there have been no studies on utilizing such indices to answer k NN queries efficiently. In this paper, we fill this research gap and present two efficient k NN search solutions on overlay graph-based indices. Experimental results show that our solutions offer very low query latency (0.1 ms) and require only small index sizes, even for 10-million-node networks.
  • Keywords
    Bidirectional control; Contracts; Indexes; Roads; Search problems; Servers; Time factors; Nearest neighbor searches; Overlay networks; Spatial databases; overlay networks; spatial databases;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2015.2426702
  • Filename
    7095601