A Fourier transform method for nonparametric estimation of multivariate volatility

Citation
Malliavin, Paul et Mancino, Maria Elvira, A Fourier transform method for nonparametric estimation of multivariate volatility, Annals of statistics , 37(4), 2009, pp. 1983-2010
Journal title
ISSN journal
00905364
Volume
37
Issue
4
Year of publication
2009
Pages
1983 - 2010
Database
ACNP
SICI code
Abstract
We provide a nonparametric method for the computation of instantaneous multivariate volatility for continuous semi-martingales, which is based on Fourier analysis. The co-volatility is reconstructed as a stochastic function of time by establishing a connection between the Fourier transform of the prices process and the Fourier transform of the co-volatility process. A nonparametric estimator is derived given a discrete unevenly spaced and asynchronously sampled observations of the asset price processes. The asymptotic properties of the random estimator are studied: namely, consistency in probability uniformly in time and convergence in law to a mixture of Gaussian distributions.