Fuzzy K-means clustering can be applied to the automatic identification of
sets in discontinuity data after suitable adaptation of the algorithm. To e
stablish the number of clusters in a data set, modified versions of the val
idity measures of Gath and Geva, Xie-Beni and Fukuyama-Sugeno are presented
in this paper.