Title :
A Graph Theoretic Analysis of Pattern Classification via Tamura´s Fuzzy Relation
Author_Institution :
Department of Theoretical and Applied Mechanics, Cornell University, Ithaca, N.Y. 14850.
fDate :
5/1/1974 12:00:00 AM
Abstract :
Graph theoretical arguments are used to show that the hierarchical clustering scheme induced by Tamura´s N-step fuzzy relation f is contained in the maximal single linkage hierarchy. A method of computing f is proposed, based upon Prim´s algorithm for generating maximal spanning trees and a result reported by Hu on maximal capacity routes in maximal spanning trees. It is shown that this procedure is superior to Tamura´s generalized matrix multiplication algorithm with regard to both computing time and storage requirements.
Keywords :
Couplings; Fuzzy logic; Fuzzy systems; Logic circuits; Pattern analysis; Pattern classification; Probability; Pulse inverters; Stochastic processes; Switching systems;
Journal_Title :
Systems, Man and Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMC.1974.5409141