A membership function and an objective function deduced from the geometrica
l properties associated to the metric defined by the covariance matrix of a
sample have been proposed recently. We use these functions to determine th
e membership probabilities and the criterion function in the fuzzy C-means
algorithm. (C) 1999 Elsevier Science B.V. All rights reserved.