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High-frequency analysis of parabolic stochastic PDEs
Published 18 Jun 2018 in math.ST, math.PR, stat.ME, and stat.TH | (1806.06959v4)
Abstract: We consider the problem of estimating stochastic volatility for a class of second-order parabolic stochastic PDEs. Assuming that the solution is observed at a high temporal frequency, we use limit theorems for multipower variations and related functionals to construct consistent nonparametric estimators and asymptotic confidence bounds for the integrated volatility process. As a byproduct of our analysis, we also obtain feasible estimators for the regularity of the spatial covariance function of the noise.
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