Random matrices;
Sample covariance matrices;
Marcenko-Pastur law;
Dependent random variables;
EIGENVALUES;
THEOREMS;
LIMIT;
D O I:
10.1016/j.jmva.2012.08.004
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
It is known (Hofmann-Credner and Stolz (2008) [4]) that the convergence of the mean empirical spectral distribution of a sample covariance matrix W-n = 1/n YnYnt to the Martenko-Pastur law remains unaffected if the rows and columns of Y-n exhibit some dependence, where only the growth of the number of dependent entries, but not the joint distribution of dependent entries needs to be controlled. In this paper we show that the well-known CLT for traces of powers of W-n also extends to the dependent case. (C) 2012 Elsevier Inc. All rights reserved.
机构:
NE Normal Univ, KLASMOE & Sch Math & Stat, Changchun 130024, Peoples R ChinaNE Normal Univ, KLASMOE & Sch Math & Stat, Changchun 130024, Peoples R China
Li, Huiqin
Bai, Zhidong
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机构:
NE Normal Univ, KLASMOE & Sch Math & Stat, Changchun 130024, Peoples R ChinaNE Normal Univ, KLASMOE & Sch Math & Stat, Changchun 130024, Peoples R China
机构:
NE Normal Univ, Sch Math & Stat, Changchun 130024, Peoples R China
Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore 117546, SingaporeNE Normal Univ, Sch Math & Stat, Changchun 130024, Peoples R China
Bai, Zhidong
Zhou, Wang
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机构:
Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore 117546, SingaporeNE Normal Univ, Sch Math & Stat, Changchun 130024, Peoples R China
机构:
Zhejiang Univ, Dept Math, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, Dept Math, Hangzhou 310027, Zhejiang, Peoples R China
Bao, Zhigang
Pan, Guangming
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机构:
Nanyang Technol Univ, Div Math Sci, Sch Phys & Math Sci, Singapore 637371, SingaporeZhejiang Univ, Dept Math, Hangzhou 310027, Zhejiang, Peoples R China
Pan, Guangming
Zhou, Wang
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h-index: 0
机构:
Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore 117546, SingaporeZhejiang Univ, Dept Math, Hangzhou 310027, Zhejiang, Peoples R China
机构:
Univ Paris Est, UPEC, CNRS, LAMA,UMR 8050,UPEMLV, F-77454 Marne La Vallee, FranceUniv Paris Est, UPEC, CNRS, LAMA,UMR 8050,UPEMLV, F-77454 Marne La Vallee, France
Banna, Marwa
Merlevede, Florence
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机构:
Univ Paris Est, UPEC, CNRS, LAMA,UMR 8050,UPEMLV, F-77454 Marne La Vallee, FranceUniv Paris Est, UPEC, CNRS, LAMA,UMR 8050,UPEMLV, F-77454 Marne La Vallee, France