• DocumentCode
    781513
  • Title

    An Efficient Nearest Neighbor Search Method

  • Author

    Soleymani, Mohammad Reza ; Morgera, Salvatore D.

  • Author_Institution
    Concordia Univ., Montreal, Canada
  • Volume
    35
  • Issue
    6
  • fYear
    1987
  • fDate
    6/1/1987 12:00:00 AM
  • Firstpage
    677
  • Lastpage
    679
  • Abstract
    A simple, but efficient, nearest neighbor search algorithm is proposed and simulation results demonstrating its effectiveness in the case of vector quantization for a given source are presented. The simulation results indicate that use of this approach reduces the number of multiplications and additions to as low as 9 percent of those required for the conventional full search method. The reduction in the number of subtractions is also considerable. The increase in the number of comparisons is moderate, and therefore, the total number of operations can be as low as 28 percent of those required by the full search method. An additional advantage of the described algorithm is the fact that it requires no precomputations and/or extra memory.
  • Keywords
    Quantization; Search methods; Communications Society; Councils; Encoding; Image communication; Nearest neighbor searches; Performance evaluation; Search methods; Sorting; Testing; Vector quantization;
  • fLanguage
    English
  • Journal_Title
    Communications, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0090-6778
  • Type

    jour

  • DOI
    10.1109/TCOM.1987.1096830
  • Filename
    1096830