Modeling and fitting of time series with heavy distribution tails and strong time dependence by Gaussian time series
Teoriâ veroâtnostej i ee primeneniâ, Tome 63 (2018) no. 1, pp. 186-190
Voir la notice de l'article provenant de la source Math-Net.Ru
In the model of Gaussian copula time series with the tails of one-dimensional distributions belonging to the
Fréchet maximum domain of attraction and the description of dependency based on Gaussian variables
(see [A. E. Mazur and V. I. Piterbarg, Moscow Univ. Math. Bull., 70 (2015), pp. 197–201]),
an estimator for the copula (which is a nonlinear function that takes Gaussian variables to variables from the Fréchet maximum domain of attraction)
is built.
This opens the way for statistical analysis of data time series with
potentially heavy tails using the machinery of asymptotic analysis of Gaussian sequences.
The consistency and asymptotic normality for this estimator are proved.
Keywords:
Gaussian sequence, empirical quantile function.
Mots-clés : Fréchet maximum domain of attraction
Mots-clés : Fréchet maximum domain of attraction
@article{TVP_2018_63_1_a8,
author = {A. E. Mazur},
title = {Modeling and fitting of time series with heavy distribution tails and strong time dependence by {Gaussian} time series},
journal = {Teori\^a vero\^atnostej i ee primeneni\^a},
pages = {186--190},
publisher = {mathdoc},
volume = {63},
number = {1},
year = {2018},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/TVP_2018_63_1_a8/}
}
TY - JOUR AU - A. E. Mazur TI - Modeling and fitting of time series with heavy distribution tails and strong time dependence by Gaussian time series JO - Teoriâ veroâtnostej i ee primeneniâ PY - 2018 SP - 186 EP - 190 VL - 63 IS - 1 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/TVP_2018_63_1_a8/ LA - ru ID - TVP_2018_63_1_a8 ER -
%0 Journal Article %A A. E. Mazur %T Modeling and fitting of time series with heavy distribution tails and strong time dependence by Gaussian time series %J Teoriâ veroâtnostej i ee primeneniâ %D 2018 %P 186-190 %V 63 %N 1 %I mathdoc %U http://geodesic.mathdoc.fr/item/TVP_2018_63_1_a8/ %G ru %F TVP_2018_63_1_a8
A. E. Mazur. Modeling and fitting of time series with heavy distribution tails and strong time dependence by Gaussian time series. Teoriâ veroâtnostej i ee primeneniâ, Tome 63 (2018) no. 1, pp. 186-190. http://geodesic.mathdoc.fr/item/TVP_2018_63_1_a8/