Back to Search Start Over

Limit theorems for quadratic forms and related quantities of discretely sampled continuous-time moving averages

Authors :
Mikkel Slot Nielsen
Jan Skov Pedersen
Source :
Nielsen, M S & Pedersen, J 2019, ' Limit theorems for quadratic forms and related quantities of discretely sampled continuous-time moving averages ', ESAIM: Probability & Statistics, vol. 23, pp. 803-822 . https://doi.org/10.1051/ps/2019008
Publication Year :
2019

Abstract

The limiting behavior of Toeplitz type quadratic forms of stationary processes has received much attention through decades, particularly due to its importance in statistical estimation of the spectrum. In the present paper, we study such quantities in the case where the stationary process is a discretely sampled continuous-time moving average driven by a Lévy process. We obtain sufficient conditions, in terms of the kernel of the moving average and the coefficients of the quadratic form, ensuring that the centered and adequately normalized version of the quadratic form converges weakly to a Gaussian limit. The limiting behavior of Toeplitz type quadratic forms of stationary processes has received much attention through decades, particularly due to its importance in statistical estimation of the spectrum. In the present paper we study such quantities in the case where the stationary process is a discretely sampled continuous-time moving average driven by a Lévy process. We obtain sufficient conditions, in terms of the kernel of the moving average and the coefficients of the quadratic form, ensuring that the centered and adequately normalized version of the quadratic form converges weakly to a Gaussian limit.

Details

Language :
English
Database :
OpenAIRE
Journal :
Nielsen, M S & Pedersen, J 2019, ' Limit theorems for quadratic forms and related quantities of discretely sampled continuous-time moving averages ', ESAIM: Probability & Statistics, vol. 23, pp. 803-822 . https://doi.org/10.1051/ps/2019008
Accession number :
edsair.doi.dedup.....a32c8c3079ae3ba8e6d3c9713c332dc2