High-frequency analysis of parabolic stochastic PDEs

Authors
Citation
Carsten Chong, High-frequency analysis of parabolic stochastic PDEs, Annals of statistics , 48(2), 2020, pp. 1143-1167
Journal title
ISSN journal
00905364
Volume
48
Issue
2
Year of publication
2020
Pages
1143 - 1167
Database
ACNP
SICI code
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 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.