Title :
Fast parallel algorithm for the single link heuristics of hierarchical clustering
Author_Institution :
Basser Dept. of Comput. Sci., Sydney Univ., NSW, Australia
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;
Conference_Titel :
Parallel and Distributed Processing, 1992. Proceedings of the Fourth IEEE Symposium on
Conference_Location :
Arlington, TX
Print_ISBN :
0-8186-3200-3
DOI :
10.1109/SPDP.1992.242746