English

Irregular sets and Central Limit Theorems for dependent triangular arrays

Methodology 2009-11-06 v1

Abstract

In previous papers, we studied the asymptotic behaviour of SN(A,X)=(2N+1)d/2nANXn,S_N(A,X)=(2N+1)^{-d/2}\sum_{n \in A_N} X_n, where XX is a centered, stationary and weakly dependent random field, and AN=A[N,N]dA_N=A \cap [-N,N]^d, AZdA \subset \mathbb{Z}^d. This leads to the definition of asymptotically measurable sets, which enjoy the property that SN(A;X)S_N(A;X) has a Gaussian weak limit for any XX belonging to a certain class. Here we extend this type of results to the case of weakly dependent triangular arrays and present an application of this technique to regression models. Indeed, we prove that CLT and related results hold for XnN=φ(ξnN,YnN),nZdX_n^N=\varphi(\xi_n^N,Y_n^N), n \in \mathbb{Z}^d, where φ\varphi satisfies certain regularity conditions, ξ\xi and YY are independent random fields, ξ\xi is weakly dependent and YY satisfies some Strong Law of Large Numbers.

Cite

@article{arxiv.0911.1117,
  title  = {Irregular sets and Central Limit Theorems for dependent triangular arrays},
  author = {Beatriz Marron and Ana Tablar},
  journal= {arXiv preprint arXiv:0911.1117},
  year   = {2009}
}

Comments

14 pages

R2 v1 2026-06-21T14:08:04.726Z