Malliavin calculus approach to statistical inference for Levy driven SDE's
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.
- Publication:
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arXiv e-prints
- Pub Date:
- January 2013
- DOI:
- 10.48550/arXiv.1301.5141
- arXiv:
- arXiv:1301.5141
- Bibcode:
- 2013arXiv1301.5141I
- Keywords:
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- Mathematics - Probability