Title | On eigenvalues of a high-dimensional Kendall's rank correlation matrix with dependence |
Author | |
Corresponding Author | Wang, Cheng |
Publication Years | 2023-09-01
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DOI | |
Source Title | |
ISSN | 1674-7283
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EISSN | 1869-1862
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Abstract | In this paper, we investigate the limiting spectral distribution of a high-dimensional Kendall's rank correlation matrix. The underlying population is allowed to have a general dependence structure. The result no longer follows the generalized Marcenko-Pastur law, which is brand new. It is the first result on rank correlation matrices with dependence. As applications, we study Kendall's rank correlation matrix for multivariate normal distributions with a general covariance matrix. From these results, we further gain insights into Kendall's rank correlation matrix and its connections with the sample covariance/correlation matrix. |
Keywords | |
URL | [Source Record] |
Indexed By | |
Language | English
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SUSTech Authorship | First
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Funding Project | National Natural Science Foundation of China["12031005","12101292","12171099"]
; Natural Science Foundation of Shanghai[21ZR1432900]
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WOS Research Area | Mathematics
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WOS Subject | Mathematics, Applied
; Mathematics
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WOS Accession No | WOS:001065971200001
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Publisher | |
Data Source | Web of Science
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Citation statistics |
Cited Times [WOS]:0
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Document Type | Journal Article |
Identifier | http://kc.sustech.edu.cn/handle/2SGJ60CL/571839 |
Department | Department of Statistics and Data Science |
Affiliation | 1.Southern Univ Sci & Technol, Dept Stat & Data Sci, Shenzhen 518055, Peoples R China 2.Shanghai Jiao Tong Univ, Sch Math Sci, Shanghai 200240, Peoples R China 3.Shanghai Jiao Tong Univ, Key Lab Sci & Engn Comp, Shanghai 200240, Peoples R China 4.Fudan Univ, Sch Data Sci, Shanghai 200433, Peoples R China |
First Author Affilication | Department of Statistics and Data Science |
First Author's First Affilication | Department of Statistics and Data Science |
Recommended Citation GB/T 7714 |
Li, Zeng,Wang, Cheng,Wang, Qinwen. On eigenvalues of a high-dimensional Kendall's rank correlation matrix with dependence[J]. SCIENCE CHINA-MATHEMATICS,2023.
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APA |
Li, Zeng,Wang, Cheng,&Wang, Qinwen.(2023).On eigenvalues of a high-dimensional Kendall's rank correlation matrix with dependence.SCIENCE CHINA-MATHEMATICS.
|
MLA |
Li, Zeng,et al."On eigenvalues of a high-dimensional Kendall's rank correlation matrix with dependence".SCIENCE CHINA-MATHEMATICS (2023).
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