LAN property for discretely observed solutions to Lévy driven SDE’s
Volume 1, Issue 1 (2014), pp. 33–47
Pub. online: 27 June 2014
Type: Research Article
Open Access
Received
4 April 2014
4 April 2014
Revised
30 May 2014
30 May 2014
Accepted
5 June 2014
5 June 2014
Published
27 June 2014
27 June 2014
Abstract
The LAN property is proved in the statistical model based on discrete-time observations of a solution to a Lévy driven SDE. The proof is based on a general sufficient condition for a statistical model based on discrete observations of a Markov process to possess the LAN property, and involves substantially the Malliavin calculus-based integral representations for derivatives of log-likelihood of the model.
References
Aït-Sahalia, Y., Jacod, J.: Volatility estimators for discretely sampled Lévy processes. Ann. Stat. 35, 355–392 (2007). MR2332279
Akritas, M.G., Johnson, R.A.: Asymptotic inference in Lévy processes of the discontinuous type. Ann. Stat. 9, 604–614 (1981). MR0615436
Carr, P., Geman, H., Madan, D.B., Yor, M.: Stochastic volatility for Lévy processes. Math. Financ. 13, 345–382 (2003). MR1995283
Gobet, E.: Local asymptotic mixed normality property for elliptic diffusion: a Malliavin calculus approach. Bernoulli 7(6), 899–912 (2001). MR1873834
Greenwood, P.E., Shiryayev, A.N.: Contiguity and the Statistical Invariance Principle. Gordon and Breach, New York (1985). MR0822226
Hajek, J.: Local asymptotic minimax admissibility in estimation. In: Proceedings of the Sixth Berkeley Symposium on Mathematical Statistics and Probability, pp. 175–194. Univ. of California Press, Berkeley and Los Angeles (1971). MR0400513
Höpfner, R.: Two comments on parameter estimation in stable processes. Math. Methods Stat. 6, 125–134 (1997). MR1456650
Ibragimov, I.A., Hasminskii, R.Z.: Statistical Estimation: Asymptotic Theory. Springer, New York (1981). MR0620321
Ivanenko, D.O., Kulik, A.M.: Malliavin calculus approach to statistical inference for Lévy driven SDE’s. Methodol. Comput. Appl. Probab. (2013). doi:10.1007/s11009-013-9387-y, arXiv:1301.5141
Kawai, R., Masuda, H.: Local asymptotic normality for normal inverse Gaussian Lévy processes with high-frequency sampling. ESAIM, Probab. Stat. 17 (2013). MR3002994
Kohatsu-Higa, A., Nualart, E., Khue Tran, N.: LAN property for a linear model with jumps. arXiv:1402.4956
Kulik, A.M.: Exponential ergodicity of the solutions to SDE’s with a jump noise. Stoch. Process. Appl. 119, 602–632 (2009). MR2494006
Kulik, A.M.: Asymptotic and spectral properties of exponentially ϕ-ergodic Markov processes. Stoch. Process. Appl. 121, 1044–1075 (2011). MR2775106
Le Cam, L.: Limits of experiments. In: Proceedings of the Sixth Berkeley Symposium on Mathematical Statistics and Probability, pp. 245–261. Univ. of California Press, Berkeley and Los Angeles (1971). MR0415819
Le Cam, L., Yang, G.L.: Asymptotics in Statistics. Springer (1990). MR1066869
Masuda, H.: Ergodicity and exponential β-mixing bounds for multidimensional diffusions with jumps. Stoch. Process. Appl. 117, 35–56 (2007). MR2287102
Rosiński, J.: Tempering stable processes. Stoch. Process. Appl. 117(6), 677–707 (2007). MR2327834