Title of article :
Quantitative Breuer–Major theorems
Author/Authors :
Nourdin، نويسنده , , Ivan and Peccati، نويسنده , , Giovanni and Podolskij، نويسنده , , Mark، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2011
Pages :
20
From page :
793
To page :
812
Abstract :
We consider sequences of random variables of the type S n = n − 1 / 2 ∑ k = 1 n { f ( X k ) − E [ f ( X k ) ] } , n ≥ 1 , where X = ( X k ) k ∈ Z is a d -dimensional Gaussian process and f : R d → R is a measurable function. It is known that, under certain conditions on f and the covariance function r of X , S n converges in distribution to a normal variable S . In the present paper we derive several explicit upper bounds for quantities of the type | E [ h ( S n ) ] − E [ h ( S ) ] | , where h is a sufficiently smooth test function. Our methods are based on Malliavin calculus, on interpolation techniques and on the Stein’s method for normal approximation. The bounds deduced in our paper depend only on V ar [ f ( X 1 ) ] and on simple infinite series involving the components of r . In particular, our results generalize and refine some classic CLTs given by Breuer and Major, Giraitis and Surgailis, and Arcones, concerning the normal approximation of partial sums associated with Gaussian-subordinated time series.
Keywords :
Berry–Esseen bounds , Breuer–Major central limit theorems , Gaussian processes , Interpolation , Malliavin Calculus , Stein’s method
Journal title :
Stochastic Processes and their Applications
Serial Year :
2011
Journal title :
Stochastic Processes and their Applications
Record number :
1578385
Link To Document :
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