English

Generalized $k$-variations and Hurst parameter estimation for the fractional wave equation via Malliavin calculus

Probability 2019-03-07 v1 Statistics Theory Statistics Theory

Abstract

We analyze the generalized kk-variations for the solution to the wave equation driven by an additive Gaussian noise which behaves as a fractional Brownian with Hurst parameter H>12H>\frac{1}{2} in time and which is white in space. The kk-variations are defined along {\it filters} of any order p1p\geq 1 and of any length. We show that the sequence of generalized kk-variation satisfies a Central Limit Theorem when p>H+14p> H+\frac{1}{4} and we estimate the rate of convergence for it via the Stein-Malliavin calculus. The results are applied to the estimation of the Hurst index. We construct several consistent estimators for HH and these estimators are analyzed theoretically and numerically.

Keywords

Cite

@article{arxiv.1903.02369,
  title  = {Generalized $k$-variations and Hurst parameter estimation for the fractional wave equation via Malliavin calculus},
  author = {Radomyra Shevchenko and Meryem Slaoui and Ciprian A. Tudor},
  journal= {arXiv preprint arXiv:1903.02369},
  year   = {2019}
}