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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
ISSN0024-3795
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
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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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