• DocumentCode
    3349097
  • Title

    Fast parallel algorithm for the single link heuristics of hierarchical clustering

  • Author

    Dahlhaus, Elias

  • Author_Institution
    Basser Dept. of Comput. Sci., Sydney Univ., NSW, Australia
  • fYear
    1992
  • fDate
    1-4 Dec 1992
  • Firstpage
    184
  • Lastpage
    187
  • Abstract
    A fast parallel algorithm of single link heuristics of hierarchical clustering is presented. Its time processor product is optimal and the parallel time is the square of the logarithm. The algorithm is based on computing a minimum spanning tree which can be done in O(log2 n) time using O(n2/logn) processors. The main gap to be filled is to compute a hierarchical clustering tree (dendrogram) from a minimum spanning tree. The author proves that this can be done in O(log n) time using O(n ) processors. Therefore, the overall time-processor product of O(n2) is optimal
  • Keywords
    parallel algorithms; trees (mathematics); dendrogram; hierarchical clustering; minimum spanning tree; parallel algorithm; parallel time; single link heuristics; time processor product; time-processor product; Animals; Application software; Books; Clustering algorithms; Computer science; Parallel algorithms; Psychology; Tree graphs;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Processing, 1992. Proceedings of the Fourth IEEE Symposium on
  • Conference_Location
    Arlington, TX
  • Print_ISBN
    0-8186-3200-3
  • Type

    conf

  • DOI
    10.1109/SPDP.1992.242746
  • Filename
    242746