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矩阵方程AXB+CYD=E的对称极小范数最小二乘解 被引量:36
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作者 袁仕芳 廖安平 雷渊 《计算数学》 CSCD 北大核心 2007年第2期203-216,共14页
对于任意给定的矩阵A∈Rm×n,B∈Rn×s,C∈Rm×k,D∈Rk×s,E∈Rm×s,本文利用矩阵的Kmnecker积和Moore-Penrose广义逆,研究矩阵方程AXB+CYD=E的对称极小范数最小二乘解,得到了解的表达式.并由此给出了矩阵方程AXB=... 对于任意给定的矩阵A∈Rm×n,B∈Rn×s,C∈Rm×k,D∈Rk×s,E∈Rm×s,本文利用矩阵的Kmnecker积和Moore-Penrose广义逆,研究矩阵方程AXB+CYD=E的对称极小范数最小二乘解,得到了解的表达式.并由此给出了矩阵方程AXB=C的双对称极小范数最小二乘解的表达式.此外,我们还给出了求矩阵方程AXB=C的双对称极小范数最小二乘解的数值算法和数值例子. 展开更多
关键词 对称矩阵 双对称矩阵 极小范数解 最小二乘解 moore-penrose 广义逆 KRONECKER积
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Weighted Moore-Penrose inverses and fundamental theorem of even-order tensors with Einstein product 被引量:10
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作者 Jun JI Yimin WEI 《Frontiers of Mathematics in China》 SCIE CSCD 2017年第6期1319-1337,共19页
We treat even-order tensors with Einstein product as linear operators from tensor space to tensor space, define the mill spaces and the ranges of tensors, and study their relationship. We extend the fundamental theore... We treat even-order tensors with Einstein product as linear operators from tensor space to tensor space, define the mill spaces and the ranges of tensors, and study their relationship. We extend the fundamental theorem of linear algebra for matrix spaces to tensor spaces. Using the new relationship, we characterize the least-squares (M) solutions to a multilineax system and establish the relationship between the minimum-norm (N) leastsquares (M)solution of a multilinear system and the weighted Moore-Penrose inverse of its coefficient tensor. We also investigate a class of even-order tensors induced by matrices and obtain some interesting properties. 展开更多
关键词 Fundamental theorem weighted moore-penrose inverse multi- linear system null space and range tensor equation
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Perturbations of Moore–Penrose Metric Generalized Inverses of Linear Operators in Banach Spaces 被引量:5
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作者 Hai Feng MA Shuang SUN +1 位作者 Yu Wen WANG Wen Jing ZHENG 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2014年第7期1109-1124,共16页
In this paper, the perturbations of the Moore-Penrose metric generalized inverses of linear operators in Banach spaces are described. The Moore Penrose metric generalized inverse is homo- geneous and nonlinear in gene... In this paper, the perturbations of the Moore-Penrose metric generalized inverses of linear operators in Banach spaces are described. The Moore Penrose metric generalized inverse is homo- geneous and nonlinear in general, and the proofs of our results are different from linear generalized inverses. By using the quasi-additivity of Moore-Penrose metric generalized inverse and the theorem of generalized orthogonal decomposition, we show some error estimates of perturbations for the single- valued Moore-Penrose metric generalized inverses of bounded linear operators. Furthermore, by means of the continuity of the metric projection operator and the quasi-additivity of Moore-Penrose metric generalized inverse, an expression for Moore-Penrose metric generalized inverse is given. 展开更多
关键词 Banach space moore-penrose metric generalized inverse PERTURBATION
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A NEW PERTURBATION THEOREM FOR MOORE-PENROSE METRIC GENERALIZED INVERSE OF BOUNDED LINEAR OPERATORS IN BANACH SPACES 被引量:3
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作者 王紫 王玉文 《Acta Mathematica Scientia》 SCIE CSCD 2017年第6期1619-1631,共13页
In this paper, we investigate a new perturbation theorem for the Moore-Penrose metric generalized inverses of a bounded linear operator in Banach space. The main tool in this paper is "the generalized Neumann lemma"... In this paper, we investigate a new perturbation theorem for the Moore-Penrose metric generalized inverses of a bounded linear operator in Banach space. The main tool in this paper is "the generalized Neumann lemma" which is quite different from the method in [12] where "the generalized Banach lemma" was used. By the method of the perturba- tion analysis of bounded linear operators, we obtain an explicit perturbation theorem and three inequalities about error estimates for the Moore-Penrose metric generalized inverse of bounded linear operator under the generalized Neumann lemma and the concept of stable perturbations in Banach spaces. 展开更多
关键词 Banach space bounded linear operator metric projection generalized inverse perturbation analysis moore-penrose quasi-additive
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The Reverse Order Law for Moore-Penrose Inverse of Closed Operators 被引量:3
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作者 DU Fa-peng XUE Yi-feng 《Chinese Quarterly Journal of Mathematics》 CSCD 2013年第1期139-146,共8页
In this paper, the reverse order law for the Moore-Penrose inverse of closed linear operators with closed range is investigated by virtue of the Norm-preserving extension of the bounded linear operators. The results g... In this paper, the reverse order law for the Moore-Penrose inverse of closed linear operators with closed range is investigated by virtue of the Norm-preserving extension of the bounded linear operators. The results generalize some results obtained by S Izumino in [12]. 展开更多
关键词 reverse order law norm-preserving extension moore-penrose inverse
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Perturbation Analysis of Moore–Penrose Quasi-linear Projection Generalized Inverse of Closed Linear Operators in Banach Spaces 被引量:2
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作者 Zi WANG Bo Ying WU Yu Wen Wang 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2016年第6期699-714,共16页
In this paper, we investigate the perturbation problem for the Moore-Penrose bounded quasi-linear projection generalized inverses of a closed linear operaters in Banach space. By the method of the perturbation analysi... In this paper, we investigate the perturbation problem for the Moore-Penrose bounded quasi-linear projection generalized inverses of a closed linear operaters in Banach space. By the method of the perturbation analysis of bounded quasi-linear operators, we obtain an explicit perturbation theorem and error estimates for the Moore-Penrose bounded quasi-linear generalized inverse of closed linear operator under the T-bounded perturbation, which not only extend some known results on the perturbation of the oblique projection generalized inverse of closed linear operators, but also extend some known results on the perturbation of the Moore-Penrose metric generalized inverse of bounded linear operators in Banach spaces. 展开更多
关键词 Banach space closed linear operator quasi-linear projection generalized inverse pertur- bation analysis moore-penrose
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Revisitation of the Core Inverse 被引量:2
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作者 LUO Gaojun ZUO Kezheng ZHOU Liang 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2015年第5期381-385,共5页
In this paper, we revisit the core inverse introduced by Baksalary and Trenkler. We first give some new characterizations of the core inverse. Then, we give a new representation of the core inverse, which is related t... In this paper, we revisit the core inverse introduced by Baksalary and Trenkler. We first give some new characterizations of the core inverse. Then, we give a new representation of the core inverse, which is related to AT,S^(2). 展开更多
关键词 core inverse moore-penrose inverse group inverse generalized inverse
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A NEW ALGORITHM FOR COMPUTING THE INVERSE AND GENERALIZED INVERSE OF THE SCALED FACTOR CIRCULANT MATRIX 被引量:2
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作者 Zhaolin Jiang Zongben Xu 《Journal of Computational Mathematics》 SCIE CSCD 2008年第1期112-122,共11页
A new algorithm for finding the inverse of a nonsingular scaled factor circulant matrix is presented by the Euclid's algorithm. Extension is made to compute the group inverse and the Moore-Penrose inverse of the sing... A new algorithm for finding the inverse of a nonsingular scaled factor circulant matrix is presented by the Euclid's algorithm. Extension is made to compute the group inverse and the Moore-Penrose inverse of the singular scaled factor circulant matrix. Numerical examples are presented to demonstrate the implementation of the proposed algorithm. 展开更多
关键词 Scaled factor circulant matrix INVERSE Group inverse moore-penrose inverse
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Reflexive solution to a system of matrix equations 被引量:2
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作者 常海霞 王卿文 《Journal of Shanghai University(English Edition)》 CAS 2007年第4期355-358,共4页
We derive necessary and sufficient conditions for the existence and an expression of the (anti)reflexive solution with respect to the nontrivial generalized reflection matrix P to the system of complex matrix equati... We derive necessary and sufficient conditions for the existence and an expression of the (anti)reflexive solution with respect to the nontrivial generalized reflection matrix P to the system of complex matrix equations AX = B and XC = D. The explicit solutions of the approximation problem min x∈Ф ||X - E||F was given, where E is a given complex matrix and Ф is the set of all reflexive (or antireflexive) solutions of the system mentioned above, and ||·|| is the Frobenius norm. Furthermore, it was pointed that some results in a recent paper are special cases of this paper. 展开更多
关键词 system of matrix equations moore-penrose inverse reflexive matrix antireflexive matrix Frobenius norm
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A Novel Iterative Method to Find the Moore-Penrose Inverse of a Tensor with Einstein Product
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作者 Raziyeh Erfanifar Masoud Hajarian Khosro Sayevand 《Numerical Mathematics(Theory,Methods and Applications)》 SCIE CSCD 2024年第1期37-68,共32页
In this study,based on an iterative method to solve nonlinear equations,a third-order convergent iterative method to compute the Moore-Penrose inverse of a tensor with the Einstein product is presented and analyzed.Nu... In this study,based on an iterative method to solve nonlinear equations,a third-order convergent iterative method to compute the Moore-Penrose inverse of a tensor with the Einstein product is presented and analyzed.Numerical compar-isons of the proposed method with other methods show that the average number of iterations,number of the Einstein products,and CPU time of our method are considerably less than other methods.In some applications,partial and fractional differential equations that lead to sparse matrices are considered as prototypes.We use the iterates obtained by the method as a preconditioner,based on tensor form to solve the multilinear system A∗N X=B.Finally,several practical numerical examples are also given to display the accuracy and efficiency of the new method.The presented results show that the proposed method is very robust for obtaining the Moore-Penrose inverse of tensors. 展开更多
关键词 TENSOR iterative methods moore-penrose inverse Einstein product
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A system of matrix equations and its applications 被引量:4
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作者 WANG QingWen HE ZhuoHeng 《Science China Mathematics》 SCIE 2013年第9期1795-1820,共26页
We derive the solvability conditions and an expression of the general solution to the system of matrix equations A 1X=C1 , A2Y=C2 , YB2=D2 , Y=Y*, A3Z=C3 , ZB3=D3 , Z=Z*, B4X+(B4X)+C4YC4*+D4ZD4*=A4 . Moreover, we inve... We derive the solvability conditions and an expression of the general solution to the system of matrix equations A 1X=C1 , A2Y=C2 , YB2=D2 , Y=Y*, A3Z=C3 , ZB3=D3 , Z=Z*, B4X+(B4X)+C4YC4*+D4ZD4*=A4 . Moreover, we investigate the maximal and minimal ranks and inertias of Y and Z in the above system of matrix equations. As a special case of the results, we solve the problem proposed in Farid, Moslehian, Wang and Wu's recent paper (Farid F O, Moslehian M S, Wang Q W, et al. On the Hermitian solutions to a system of adjointable operator equations. Linear Algebra Appl, 2012, 437: 1854-1891). 展开更多
关键词 linear matrix equation moore-penrose inverse RANK INERTIA
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基于极速学习的粗糙RBF神经网络 被引量:1
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作者 马刚 丁世飞 史忠植 《微电子学与计算机》 CSCD 北大核心 2012年第8期9-14,共6页
提出了一种用于训练粗糙RBF神经网络(rough RBF neural networks,R-RBF)的极速学习机(extreme learning machine,ELM)方法,通过引入矩阵的Moore-Penrose逆,将传统的迭代学习方法转换为一种求线性方程的极小范数最小二乘解的方法.实验证... 提出了一种用于训练粗糙RBF神经网络(rough RBF neural networks,R-RBF)的极速学习机(extreme learning machine,ELM)方法,通过引入矩阵的Moore-Penrose逆,将传统的迭代学习方法转换为一种求线性方程的极小范数最小二乘解的方法.实验证明,在训练精度、训练时间上都能够达到非常优越的性能,其泛化精度能够提升50%以上. 展开更多
关键词 ELM R-RBF moore-penrose 极小范数最小二乘解
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CONTINUITY OF GENERALIZED INVERSES OF LINEAR OPERATORS IN BANACH SPACES AND ITS APPLICATIONS 被引量:1
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作者 黄强联 马吉溥 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2005年第12期1657-1663,共7页
The perturbation problem of generalized inverse is studied. And some new stability characteristics of generalized inverses were presented. It was also proved that the stability characteristics of generalized inverses ... The perturbation problem of generalized inverse is studied. And some new stability characteristics of generalized inverses were presented. It was also proved that the stability characteristics of generalized inverses were independent of the choice of the generalized inverse. Based on this result, two sufficient and necessary conditions for the lower semi-continuity of generalized inverses as the set-valued mappings are given. 展开更多
关键词 generalized inverse moore-penrose inverse lower semi-continuity Banach space
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Unified Approach to the Expression for the Moore-Penrose Inverse of a- xy 被引量:1
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作者 D U Fa-peng XUE Yi-feng 《Chinese Quarterly Journal of Mathematics》 CSCD 2014年第3期465-474,共10页
Let A be an unital C*-algebra, a, x and y are elements in A. In this paper, we present a method how to calculate the Moore-Penrose inverse of a- xy*and investigate the expression for some new special cases of(a- xy*).
关键词 C*-algebra generalized inverse moore-penrose inverse
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Moore-Penrose Inverses and Group Inverses of Block k-Circulant Matrices 被引量:1
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作者 Chen Jianlong(Department of Mathematics and Mechanics, Southeast University, Naming, 210018) 《Chinese Quarterly Journal of Mathematics》 CSCD 1996年第1期86-99,共14页
The Moore-Penrose inverse of a block k-circulant matrix whose blocks are arbitrary matrices are obtained when k has unit modulus. In the meantime. explicit formulae for finding group inverses of certain specified k-ci... The Moore-Penrose inverse of a block k-circulant matrix whose blocks are arbitrary matrices are obtained when k has unit modulus. In the meantime. explicit formulae for finding group inverses of certain specified k-circulant matrices are also given. 展开更多
关键词 moore-penrose inverse group inverse block k-circulant matrix
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On Characterizations of Special Elements in Rings with Involution 被引量:1
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作者 Sanzhang XU Jianlong CHEN Dijana MOSIC 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2019年第1期65-78,共14页
Let R be a ring with involution. It is well-known that an EP element in R is a core invertible element, but the question when a core invertible element is an EP element,the authors answer in this paper. Several new ch... Let R be a ring with involution. It is well-known that an EP element in R is a core invertible element, but the question when a core invertible element is an EP element,the authors answer in this paper. Several new characterizations of star-core, normal and Hermitian elements in R are also presented. 展开更多
关键词 moore-penrose INVERSE Core INVERSE EP ELEMENT Star-core ELEMENT Normal ELEMENT HERMITIAN ELEMENT
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Computing the Moore-Penrose Inverse of a Matrix Through Symmetric Rank-One Updates 被引量:1
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作者 Xuzhou Chen Jun Ji 《American Journal of Computational Mathematics》 2011年第3期147-151,共5页
This paper presents a recursive procedure to compute the Moore-Penrose inverse of a matrix A. The method is based on the expression for the Moore-Penrose inverse of rank-one modified matrix. The computational complexi... This paper presents a recursive procedure to compute the Moore-Penrose inverse of a matrix A. The method is based on the expression for the Moore-Penrose inverse of rank-one modified matrix. The computational complexity of the method is analyzed and a numerical example is included. A variant of the algorithm with lower computational complexity is also proposed. Both algorithms are tested on randomly generated matrices. Numerical performance confirms our theoretic results. 展开更多
关键词 FINITE RECURSIVE Algorithm moore-penrose INVERSE SYMMETRIC Rank-One UPDATE
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The Representations of Generalized Inverses of Lower Triangular Operators
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作者 Chun Fang SHAO Hong Ke DU +1 位作者 Shu Feng JI Jun Lian XU 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2009年第12期2107-2118,共12页
In this note, the explicit representations of Moore-Penrose inverses of lower triangular operator matrices are established. As an application, the explicit representations of Bott-Duffin inverses of bounded linear ope... In this note, the explicit representations of Moore-Penrose inverses of lower triangular operator matrices are established. As an application, the explicit representations of Bott-Duffin inverses of bounded linear operators on a Hilbert space with respect to a closed subspace are obtained. 展开更多
关键词 moore-penrose inverse lower triangular operator matrix Bott-Duffin inverse
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A note on the Moore-Penrose inverse of a companion matrix
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作者 王龙 陈建龙 《Journal of Southeast University(English Edition)》 EI CAS 2017年第1期123-126,共4页
Let R be an associative ring with unity 1. The existence of the Moore-Penrose inverses of block matrices overR is investigated and the sufficient ad necessary conditions for such existence are obtained. Furthermore, ... Let R be an associative ring with unity 1. The existence of the Moore-Penrose inverses of block matrices overR is investigated and the sufficient ad necessary conditions for such existence are obtained. Furthermore, the representation of the Moore-Penrose inverse of M=[0 A C B]is given under the condition of EBF - 0, where E - I - CCT and F - I -AfA. This result generalizes the representation of the Moore-Penrose inverse of the companion matrix M =[0 a In b]due to Pedro Patricio. As for applications, some examples are given to illustrate the obtained results. 展开更多
关键词 companion matrix moore-penrose inverse RING
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Dimension Reduction for Detecting a Difference in Two High-Dimensional Mean Vectors
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作者 Whitney V. Worley Dean M. Young Phil D. Young 《Open Journal of Statistics》 2021年第1期243-257,共15页
We consider the efficacy of a proposed linear-dimension-reduction method to potentially increase the powers of five hypothesis tests for the difference of two high-dimensional multivariate-normal population-mean vecto... We consider the efficacy of a proposed linear-dimension-reduction method to potentially increase the powers of five hypothesis tests for the difference of two high-dimensional multivariate-normal population-mean vectors with the assumption of homoscedastic covariance matrices. We use Monte Carlo simulations to contrast the empirical powers of the five high-dimensional tests by using both the original data and dimension-reduced data. From the Monte Carlo simulations, we conclude that a test by Thulin [1], when performed with post-dimension-reduced data, yielded the best omnibus power for detecting a difference between two high-dimensional population-mean vectors. We also illustrate the utility of our dimension-reduction method real data consisting of genetic sequences of two groups of patients with Crohn’s disease and ulcerative colitis. 展开更多
关键词 Homoscedastic Covariance Matrices Test Power Monte Carlo Simulation moore-penrose Inverse Singular Value Decomposition
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