  After a quick review of superpositions of OU (supOU) processes, integrated
sup\-OU processes and the supOU stochastic volatility model we estimate these
processes by using the generalized method of moments (GMM). We show that the
GMM approach yields consistent estimators and that it works very well in
practice. Moreover, we discuss the influence of long memory effects.
