How can I generate samples from some correlated exponentially distributed random variables?

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I want to generate some samples from a set of correlated exponentially distributed random variables. I have the correlation matrix between these random variables.

For multivariate normal distributions, one can easily use Cholesky/Eigenvalue decomposition to generate uncorrelated samples and then bring them in the correlated space.