RBF with multivariate distribution function and kmeans clustering, covarience problem

When I have high dimensional data with high K, I usually get an error saying some of the covariance matrices of the clusters aren't positive-definite? Is this possible or is this becuase of the curse of dimensionality?
Thanks for any help

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2011-3-16

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