KMS Of Academy of mathematics and systems sciences, CAS
A matrix version of the Wielandt inequality and its applications to statistics | |
Wang, SG; Ip, WC | |
1999-07-15 | |
发表期刊 | LINEAR ALGEBRA AND ITS APPLICATIONS
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ISSN | 0024-3795 |
卷号 | 296期号:1-3页码:171-181 |
摘要 | Suppose that A is an n x n positive definite Hermitian matrix. Let X and Y be n x p and n x q matrices, respectively, such that X*Y = 0. The present article proves the following inequality, X*AY(Y*AY)Y-*AX less than or equal to (lambda(1)-lambda(n)/lambda(1)+lambda(n))X-2*AX, where lambda(1) and lambda(n) are respectively the largest and smallest eigenvalues of A, and M- stands for a generalized inverse of M. This inequality is an extension of the well-known Wielandt inequality in which both X and Y are vectors. The inequality is utilized to obtain some interesting inequalities about covariance matrix and various correlation coefficients including the canonical correlation, multiple and simple correlations. Some applications in parameter estimation are also given. (C) 1999 Elsevier Science Inc. All rights reserved. |
关键词 | Wielandt inequality Kantorovich inequality Cauchy-Schwarz inequality canonical correlation condition number generalized inverse |
语种 | 英语 |
WOS研究方向 | Mathematics |
WOS类目 | Mathematics, Applied |
WOS记录号 | WOS:000082618500010 |
出版者 | ELSEVIER SCIENCE INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/14340 |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Ip, WC |
作者单位 | 1.Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong 2.Beijing Polytech Univ, Dept Appl Math, Beijing 100022, Peoples R China 3.Acad Sinica, Inst Appl Math, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, SG,Ip, WC. A matrix version of the Wielandt inequality and its applications to statistics[J]. LINEAR ALGEBRA AND ITS APPLICATIONS,1999,296(1-3):171-181. |
APA | Wang, SG,&Ip, WC.(1999).A matrix version of the Wielandt inequality and its applications to statistics.LINEAR ALGEBRA AND ITS APPLICATIONS,296(1-3),171-181. |
MLA | Wang, SG,et al."A matrix version of the Wielandt inequality and its applications to statistics".LINEAR ALGEBRA AND ITS APPLICATIONS 296.1-3(1999):171-181. |
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