• DocumentCode
    673059
  • Title

    On the optimality of the hash-coding type nearest neighbour search algorithm

  • Author

    Aslanyan, Levon H. ; Danoyan, H.E.

  • Author_Institution
    Inst. for Inf. & Autom. Problems of NAS RA Yerevan, Yerevan, Armenia
  • fYear
    2013
  • fDate
    23-27 Sept. 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    The algorithmic problem of nearest neighbour search and the earlier proposed hash-coding algorithm (Elias algorithm) are considered. The problem of optimality characterization depending on the geometrical structure of blocks of the algorithm in a balanced hash-coding scheme is considered. As a supportive technique for this the structure of consecutive neighbourhood layers to the subsets of binary cube is considered. Using the known properties of isoperimetric sets it is proved that the algorithm is optimal when mentioned blocks are isoperimetric sets.
  • Keywords
    file organisation; geometry; search problems; set theory; Elias algorithm; algorithmic problem; balanced hash-coding scheme; binary cube subsets; consecutive neighbourhood layers; geometrical structure; hash-coding type nearest neighbour search algorithm optimality; isoperimetric set properties; optimality characterization problem; Algorithm design and analysis; Complexity theory; Finite element analysis; Heuristic algorithms; Machine learning algorithms; Standards; Vectors; Best-match; Elias algorithm; hash-coding schema; isoperimetricset; nearest neighbour search;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Science and Information Technologies (CSIT), 2013
  • Conference_Location
    Yerevan
  • Print_ISBN
    978-1-4799-2460-8
  • Type

    conf

  • DOI
    10.1109/CSITechnol.2013.6710336
  • Filename
    6710336