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Malliavin calculus approach to statistical inference for Levy driven SDE's

Published 22 Jan 2013 in math.PR | (1301.5141v2)

Abstract: By means of the Malliavin calculus, integral representations for the likelihood function and for the derivative of the log-likelihood function are given for a model based on discrete time observations of the solution to equation dX_t=a_\theta(X_t)dt + dZ_t with a tempered \alpha-stable process Z. Using these representations, regularity of the statistical experiment and the Cramer-Rao inequality are proved.

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