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arxiv: 1903.02369 · v1 · pith:LP3NU46Anew · submitted 2019-03-06 · 🧮 math.PR · math.ST· stat.TH

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

classification 🧮 math.PR math.STstat.TH
keywords generalizedhurstvariationscalculusequationestimationestimatorsfrac
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We analyze the generalized $k$-variations for the solution to the wave equation driven by an additive Gaussian noise which behaves as a fractional Brownian with Hurst parameter $H>\frac{1}{2}$ in time and which is white in space. The $k$-variations are defined along {\it filters} of any order $p\geq 1$ and of any length. We show that the sequence of generalized $k$-variation satisfies a Central Limit Theorem when $p> H+\frac{1}{4}$ 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 $H$ and these estimators are analyzed theoretically and numerically.

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