98 results on '"Hermitian matrix"'
Search Results
52. On the semiconvergence of additive and multiplicative splitting iterations for singular linear systems
- Author
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Cao, Guangxi and Song, Yongzhong
- Subjects
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LINEAR differential equations , *ITERATIVE methods (Mathematics) , *LINEAR systems , *HERMITIAN forms , *MATRICES (Mathematics) , *ADDITIVE functions , *STOCHASTIC convergence - Abstract
Abstract: In this paper, we investigate the additive, multiplicative and general splitting iteration methods for solving singular linear systems. When the coefficient matrix is Hermitian, the semiconvergence conditions are proposed, which generalize some results of Bai [Z.-Z. Bai, On the convergence of additive and multiplicative splitting iterations for systems of linear equations, J. Comput. Appl. Math. 154 (2003) 195–214] for the nonsingular linear systems to the singular systems. [Copyright &y& Elsevier]
- Published
- 2008
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53. Some remarks on normal maps with applications to eigenvalues and singular values of matrices
- Author
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Niezgoda, Marek
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EIGENVALUES , *MATRICES (Mathematics) , *UNIVERSAL algebra , *ABSTRACT algebra - Abstract
Abstract: In this paper, by using normal maps originated by Lewis [A.S. Lewis, Group invariance and convex matrix analysis, SIAM J. Matrix Anal. Appl. 17 (1996) 927–949], we present a method for producing majorization inequalities on eigenvalues and singular values of matrices. Some classical and new inequalities are derived. [Copyright &y& Elsevier]
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- 2008
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54. On inexact hermitian and skew-Hermitian splitting methods for non-Hermitian positive definite linear systems
- Author
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Bai, Zhong-Zhi, Golub, Gene H., and Ng, Michael K.
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MATRICES (Mathematics) , *EQUATIONS , *VECTOR spaces , *UNIVERSAL algebra - Abstract
Abstract: We study theoretical properties of two inexact Hermitian/skew-Hermitian splitting (IHSS) iteration methods for the large sparse non-Hermitian positive definite system of linear equations. In the inner iteration processes, we employ the conjugate gradient (CG) method to solve the linear systems associated with the Hermitian part, and the Lanczos or conjugate gradient for normal equations (CGNE) method to solve the linear systems associated with the skew-Hermitian part, respectively, resulting in IHSS(CG, Lanczos) and IHSS(CG, CGNE) iteration methods, correspondingly. Theoretical analyses show that both IHSS(CG, Lanczos) and IHSS(CG, CGNE) converge unconditionally to the exact solution of the non-Hermitian positive definite linear system. Moreover, their contraction factors and asymptotic convergence rates are dominantly dependent on the spectrum of the Hermitian part, but are less dependent on the spectrum of the skew-Hermitian part, and are independent of the eigenvectors of the matrices involved. Optimal choices of the inner iteration steps in the IHSS(CG, Lanczos) and IHSS(CG, CGNE) iterations are discussed in detail by considering both global convergence speed and overall computation workload, and computational efficiencies of both inexact iterations are analyzed and compared deliberately. [Copyright &y& Elsevier]
- Published
- 2008
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55. Further results on Hermitian algebras derived from latin squares with potential applications to physics and chemistry: Unitary matrices that diagonalize the algebras
- Author
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Srivastava, Jagdish N.
- Subjects
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MATHEMATICAL analysis , *MATRICES (Mathematics) , *QUANTUM theory , *PHYSICAL sciences , *STATISTICS - Abstract
Abstract: In an earlier paper Srivastava [2005. Combinatorial Hermitian Algebras Derived from Latin Squares. J. Statist. Plann. Inference 129, 305–316], subsequently referred to as [S05], the author had presented an infinite class of algebras of Hermitian matrices. Each of these algebras were derived from Latin Squares. In this paper, we show how to obtain a unitary matrix (over the complex field) such that is a diagonal matrix, for all matrices belonging to a particular algebra. The notation is defined in the next paragraph. The said diagonal matrix is a matrix that contains the characteristic roots of . The matrix may be different for different algebras. Many other related results are also presented. The algebras are further discussed. How the Hermitian matrices arise in Quantum Mechanics (where every observable attribute of every physical phenomenon is in a sense characterized by a Hermitian matrix) is briefly described. The significance of the existence of Hermitian algebras and the application to Physics and Chemistry is pointed out. [Copyright &y& Elsevier]
- Published
- 2007
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56. Congruence of Hermitian matrices by Hermitian matrices
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Bueno, M.I., Furtado, S., and Johnson, C.R.
- Subjects
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MATRICES (Mathematics) , *UNIVERSAL algebra , *SYMMETRIC matrices , *LINEAR algebra - Abstract
Abstract: Two Hermitian matrices are said to be Hermitian-congruent if there exists a nonsingular Hermitian matrix such that . In this paper, we give necessary and sufficient conditions for two nonsingular simultaneously unitarily diagonalizable Hermitian matrices A and B to be Hermitian-congruent. Moreover, when A and B are Hermitian-congruent, we describe the possible inertias of the Hermitian matrices C that carry the congruence. We also give necessary and sufficient conditions for any 2-by-2 nonsingular Hermitian matrices to be Hermitian-congruent. In both of the studied cases, we show that if A and B are real and Hermitian-congruent, then they are congruent by a real symmetric matrix. Finally we note that if A and B are 2-by-2 nonsingular real symmetric matrices having the same sign pattern, then there is always a real symmetric matrix C satisfying . Moreover, if both matrices are positive, then C can be picked with arbitrary inertia. [Copyright &y& Elsevier]
- Published
- 2007
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57. A strategy for detecting extreme eigenvalues bounding gaps in the discrete spectrum of self-adjoint operators
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Hasson, Maurice, Hyman, James M., and Restrepo, Juan M.
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EIGENVALUES , *SELFADJOINT operators , *MATRICES (Mathematics) , *HERMITIAN operators , *SPECTRAL theory - Abstract
Abstract: For a self-adjoint linear operator with a discrete spectrum or a Hermitian matrix, the “extreme” eigenvalues define the boundaries of clusters in the spectrum of real eigenvalues. The outer extreme ones are the largest and the smallest eigenvalues. If there are extended intervals in the spectrum in which no eigenvalues are present, the eigenvalues bounding these gaps are the inner extreme eigenvalues. We will describe a procedure for detecting the extreme eigenvalues that relies on the relationship between the acceleration rate of polynomial acceleration iteration and the norm of the matrix via the spectral theorem, applicable to normal matrices. The strategy makes use of the fast growth rate of Chebyshev polynomials to distinguish ranges in the spectrum of the matrix which are devoid of eigenvalues. The method is numerically stable with regard to the dimension of the matrix problem and is thus capable of handling matrices of large dimension. The overall computational cost is quadratic in the size of a dense matrix; linear in the size of a sparse matrix. We verify computationally that the algorithm is accurate and efficient, even on large matrices. [Copyright &y& Elsevier]
- Published
- 2007
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58. Some inequalities for eigenvalues of Schur complements of Hermitian matrices
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Liu, Jianzhou, Huang, Yunqing, and Liao, Anping
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MATRICES (Mathematics) , *EIGENVALUES , *ALGEBRA , *MATHEMATICS - Abstract
Abstract: In this paper, using a minimum principle for Schur complements of positive semidefinite Hermitian matrices and some estimates of the eigenvalues and the singular values, we obtain some inequalities for the eigenvalues of the Schur complement of the matrix product in terms of the eigenvalues of the Schur complements of and A. [Copyright &y& Elsevier]
- Published
- 2006
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59. A quadratically convergent QR-like method without shifts for the Hermitian eigenvalue problem
- Author
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Zha, Hongyuan, Zhang, Zhenyue, and Ying, Wenlong
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MATRICES (Mathematics) , *ALGORITHMS , *EIGENVALUES , *HERMITIAN forms - Abstract
Abstract: We propose a new QR-like algorithm, symmetric squared QR (SSQR) method, that can be readily parallelized using commonly available parallel computational primitives such as matrix–matrix multiplication and QR decomposition. The algorithm converges quadratically and the quadratic convergence is achieved through a squaring technique without utilizing any kind of shifts. We provide a rigorous convergence analysis of SSQR and derive structures for several of the important quantities generated by the algorithm. We also discuss various practical implementation issues such as stopping criteria and deflation techniques. We demonstrate the convergence behavior of SSQR using several numerical examples. [Copyright &y& Elsevier]
- Published
- 2006
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60. Additive mappings between Hermitian matrix spaces preserving rank not exceeding one
- Author
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Lim, M.H.
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MATRICES (Mathematics) , *VECTOR analysis , *LINEAR algebra , *UNIVERSAL algebra - Abstract
Abstract: Let K be a field of characteristic not two or three with an automorphism − of order two. Let . We characterize additive mappings T from one F-vector space of Hermitian matrices over K to another that preserve rank less than or equal to one for the following cases: (i) the image of T contains a matrix of rank at least three, (ii) every nonzero endomorphism of F is surjective. [Copyright &y& Elsevier]
- Published
- 2005
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61. Combinatorial Hermitian algebras derived from Latin squares
- Author
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Srivastava, Jagdish N.
- Subjects
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MATHEMATICAL analysis , *QUANTUM theory , *MATHEMATICS , *PRIME numbers - Abstract
Abstract: This paper presents an infinite class of algebras of Hermitian matrices of size , where n is a positive integer and where is a prime number or a power of a prime number (so that the Galois Field GF exists). For each such n, we obtain separate Hermitian algebras, no two of which mutually commute. [Copyright &y& Elsevier]
- Published
- 2005
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62. A complex projection scheme and applications
- Author
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Huang, Chih-Peng, Juang, Yau-Tarng, and Lin, Hui-Ling
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MATHEMATICAL inequalities , *INFINITE processes , *MATRICES (Mathematics) , *VECTOR analysis , *ALGORITHMS - Abstract
Abstract: In this paper, an extended projection method in the complex number field is presented. We consider two classes of complex linear matrix inequalities and then derive the corresponding projection operators. Applications to the control system with pole assignment problem and the robust stability of linear descriptor systems, which are described in complex linear matrix inequalities, are given. Based on the numerical algorithms, some examples are illustrated for the merits of the proposed method. [Copyright &y& Elsevier]
- Published
- 2005
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63. Characterizations of minus and star orders between the squares of Hermitian matrices
- Author
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Baksalary, Jerzy K. and Hauke, Jan
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MATRICES (Mathematics) , *PARTIAL algebras , *ALGEBRA , *UNIVERSAL algebra - Abstract
Groß [Linear Algebra Appl. 326 (2001) 215] developed characterizations of the minus and star partial orders between the squares of Hermitian nonnegative definite matrices referring to the concept of the space preordering. In the present paper, his results are generalized by deleting the nonnegative definiteness assumption and supplemented by alternative characterizations. [Copyright &y& Elsevier]
- Published
- 2004
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64. Relationships between partial orders of matrices and their powers
- Author
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Baksalary, Jerzy K., Hauke, Jan, Liu, Xiaoji, and Liu, Sanyang
- Subjects
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MATRICES (Mathematics) , *LEAST squares , *HERMITIAN forms , *LINEAR algebra - Abstract
Baksalary and Pukelsheim [Linear Algebra Appl. 151 (1991) 135] considered the problem of how an order between two Hermitian nonnegative definite matrices
A andB is related to the corresponding order between the squaresA2 andB2 , in the sense of the star partial ordering, the minus partial ordering, and the Lo¨wner partial ordering. In the present paper, possibilities of generalizing and strengthening their results are studied from two points of view: by widening the class of matrices considered and by replacing the squares by arbitrary powers. [Copyright &y& Elsevier]- Published
- 2004
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65. Further properties of the star, left-star, right-star, and minus partial orderings
- Author
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Baksalary, Jerzy K., Baksalary, Oskar Maria, and Liu, Xiaoji
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MATRICES (Mathematics) , *LINEAR algebra , *MATHEMATICS - Abstract
Certain classes of matrices are indicated for which the star, left-star, right-star, and minus partial orderings, or some of them, are equivalent. Characterizations of the left-star and right-star orderings, similar to those devised by Hartwig and Styan [Linear Algebra Appl. 82 (1986) 145] for the star and minus orderings, are established along with other auxiliary results, which are of independent interest as well. Some inheritance-type properties of matrices are also given. The class of EP matrices appears to be essential in several points of our considerations. [Copyright &y& Elsevier]
- Published
- 2003
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66. Decomposition of a scalar matrix into a sum of orthogonal projections
- Author
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Kruglyak, Stanislav, Rabanovich, Vyacheslav, and Samo&ibreve;lenko, Yuri&ibreve;
- Subjects
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HERMITIAN forms , *MATRICES (Mathematics) - Abstract
We describe the set of all
(α,n) , for which the scalar complex matrixαIn is a sum ofk idempotent Hermitian matrices, and get the minimal number of summands for eachαIn . [Copyright &y& Elsevier]- Published
- 2003
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67. Absolute equal distribution of the spectra of Hermitian matrices
- Author
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Trench, William F.
- Subjects
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MATRICES (Mathematics) , *SPECTRUM analysis - Abstract
If
−∞<α<β<∞ letmid(α,x,β)=α ifx<α , x ifα⩽x⩽β ,β ifx>β . LetAn=Bn+Pn whereBn andPn aren×n Hermitian matrices. We show that if∥Pn∥F2=o(n) then, for any[α,β] , (A)∑i=1n|F(mid(α,λi(An),β))−F(mid(α,λi(Bn),β))|=o(n) ifF∈C[α,β] . (Eigenvalues numbered in nondecreasing order.) We consider the special case where{Pn} are real Hankel matrices. We also show that if rank(Pn)=o(n) then (A) holds for every[α,β] andF∈C[α,β] . Combining these results yields a result concerningCn=Bn+En+Rn , where∥En∥2F=o(n) and rank(Rn)=o(n) . We also consider the case where the conditions on{En} are stated in terms of Schattenp -norms. Finally, we show that if{Tn} are Hermitian Toeplitz matrices generated byf∈C[−π,π] with minimummf and maximumMf ,(2(i−1)−n)π/n⩽ξin⩽(2i−n)π/n ,1⩽i⩽n , andτn is a permutation of{1,2,…,n} such thatf(ξτn(1),n)⩽f(ξτn(2),n)⩽⋯⩽f(ξτn(n),n) , then∑i=1n|F(λi(Tn))−F(f(ξτn(i),n))|=o(n) ifF∈C[mf,Mf] . [Copyright &y& Elsevier]- Published
- 2003
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68. On the convergence of additive and multiplicative splitting iterations for systems of linear equations
- Author
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Bai, Zhong-Zhi
- Subjects
- *
ITERATIVE methods (Mathematics) , *MATHEMATICAL functions - Abstract
We study convergence conditions for the additive and the multiplicative splitting iteration methods, i.e., two generalizations of the additive and the multiplicative Schwarz iterations, for Hermitian and non-Hermitian systems of linear equations, under an algebraic setting. Theoretical analyses show that when the coefficient and the splitting matrices are Hermitian, or non-Hermitian but diagonalizable, satisfying mild conditions, both additive and multiplicative splitting iteration methods are convergent, even if the coefficient matrix is indefinite. [Copyright &y& Elsevier]
- Published
- 2003
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69. On the relative position of multiple eigenvalues in the spectrum of an Hermitian matrix with a given graph
- Author
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Johnson, Charles R., Leal Duarte, António, Saiago, Carlos M., Sutton, Brian D., and Witt, Andrew J.
- Subjects
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HERMITIAN forms , *MATRICES (Mathematics) - Abstract
For Hermitian matrices, whose graph is a given tree, the relationships among vertex degrees, multiple eigenvalues and the relative position of the underlying eigenvalue in the ordered spectrum are discussed in detail. In the process, certain aspects of special vertices, whose removal results in an increase in multiplicity are investigated. [Copyright &y& Elsevier]
- Published
- 2003
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70. A dynamical approach to compatible and incompatible questions
- Author
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Fabio Bagarello and Bagarello, F.
- Subjects
Statistics and Probability ,Physics - Physics and Society ,Quantum Physics ,Compatible and incompatible question ,Computer science ,Quantum dynamics ,Quantum dynamic ,Time evolution ,Hilbert space ,FOS: Physical sciences ,Binary number ,Probability and statistics ,Physics and Society (physics.soc-ph) ,Condensed Matter Physics ,Hermitian matrix ,Algebra ,symbols.namesake ,Operator (computer programming) ,symbols ,Quantum Physics (quant-ph) ,Hamiltonian (quantum mechanics) ,Decision making ,Settore MAT/07 - Fisica Matematica - Abstract
We propose a natural strategy to deal with compatible and incompatible binary questions, and with their time evolution. The strategy is based on the simplest, non-commutative, Hilbert space $\mathcal{H}=\mathbb{C}^2$, and on the (commuting or not) operators on it. As in ordinary Quantum Mechanics, the dynamics is driven by a suitable operator, the Hamiltonian of the system. We discuss a rather general situation, and analyse the resulting dynamics if the Hamiltonian is a simple Hermitian matrix., In press in Physica A
- Published
- 2019
71. Validity of the effective potential method to study PT-symmetric field theories
- Author
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Abouzeid M. Shalaby
- Subjects
010302 applied physics ,Physics ,Field (physics) ,Truncation ,Pseudo-Hermitian Hamiltonians ,General Physics and Astronomy ,Potential method ,02 engineering and technology ,021001 nanoscience & nanotechnology ,01 natural sciences ,Power law ,Hermitian matrix ,lcsh:QC1-999 ,Massless particle ,0103 physical sciences ,Order (group theory) ,Boundary value problem ,Non-Hermitian models ,0210 nano-technology ,lcsh:Physics ,Metric operators ,PT-symmetric theories ,Mathematical physics - Abstract
We calculate the one loop effective potential for the class ( - ( i ϕ ) α ) of PT -symmetric and non-Hermitian field theories in 0 + 1 space-time dimensions. To test the method, we showed that for the massless Hermitian ϕ 4 theory, the method gives the exact power law behavior known from the literature. We show that this order of calculations goes beyond the truncation of the Schwinger-Dyson equations at the two-point green functions applied to the PT -symmetric ( - ϕ 4 ) theory in the literature. We found that the effective potential calculation represents good approximations of the vacuum energies of the class ( - ( i ϕ ) α ) compared to the numerical results. For the vacuum condensate, the method gives also accurate results for the absolute values but gives both positive as well as negative imaginary condensates for even α which again agrees with the prediction of the Schwinger-Dyson equations. Unlike other methods, the effective potential can be directly extended to higher dimensions as it offers a way to implement the PT -symmetric boundary conditions as well as there exist well known methods to regularize the theory at higher dimensions.
- Published
- 2019
72. A uniform object-oriented solution to the eigenvalue problem for real symmetric and Hermitian matrices
- Author
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Castro, María Eugenia, Díaz, Javier, Muñoz-Caro, Camelia, and Niño, Alfonso
- Subjects
- *
OBJECT-oriented methods (Computer science) , *EIGENVALUES , *SYMMETRY (Physics) , *EIGENVECTORS , *QUANTUM theory , *MATRICES (Mathematics) - Abstract
Abstract: We present a system of classes, SHMatrix, to deal in a unified way with the computation of eigenvalues and eigenvectors in real symmetric and Hermitian matrices. Thus, two descendant classes, one for the real symmetric and other for the Hermitian cases, override the abstract methods defined in a base class. The use of the inheritance relationship and polymorphism allows handling objects of any descendant class using a single reference of the base class. The system of classes is intended to be the core element of more sophisticated methods to deal with large eigenvalue problems, as those arising in the variational treatment of realistic quantum mechanical problems. The present system of classes allows computing a subset of all the possible eigenvalues and, optionally, the corresponding eigenvectors. Comparison with well established solutions for analogous eigenvalue problems, as those included in LAPACK, shows that the present solution is competitive against them. Program summary: Program title: SHMatrix Catalogue identifier: AEHZ_v1_0 Program summary URL: http://cpc.cs.qub.ac.uk/summaries/AEHZ_v1_0.html Program obtainable from: CPC Program Library, Queenʼs University, Belfast, N. Ireland Licensing provisions: Standard CPC licence, http://cpc.cs.qub.ac.uk/licence/licence.html No. of lines in distributed program, including test data, etc.: 2616 No. of bytes in distributed program, including test data, etc.: 127 312 Distribution format: tar.gz Programming language: Standard ANSI C++. Computer: PCs and workstations. Operating system: Linux, Windows. Classification: 4.8. Nature of problem: The treatment of problems involving eigensystems is a central topic in the quantum mechanical field. Here, the use of the variational approach leads to the computation of eigenvalues and eigenvectors of real symmetric and Hermitian Hamiltonian matrices. Realistic models with several degrees of freedom leads to large (sometimes very large) matrices. Different techniques, such as divide and conquer, can be used to factorize the matrices in order to apply a parallel computing approach. However, it is still interesting to have a core procedure able to tackle the computation of eigenvalues and eigenvectors once the matrix has been factorized to pieces of enough small size. Several available software packages, such as LAPACK, tackled this problem under the traditional imperative programming paradigm. In order to ease the modelling of complex quantum mechanical models it could be interesting to apply an object-oriented approach to the treatment of the eigenproblem. This approach offers the advantage of a single, uniform treatment for the real symmetric and Hermitian cases. Solution method: To reach the above goals, we have developed a system of classes: SHMatrix. SHMatrix is composed by an abstract base class and two descendant classes, one for real symmetric matrices and the other for the Hermitian case. The object-oriented characteristics of inheritance and polymorphism allows handling both cases using a single reference of the base class. The basic computing strategy applied in SHMatrix allows computing subsets of eigenvalues and (optionally) eigenvectors. The tests performed show that SHMatrix is competitive, and more efficient for large matrices, than the equivalent routines of the LAPACK package. Running time: The examples included in the distribution take only a couple of seconds to run. [Copyright &y& Elsevier]
- Published
- 2011
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73. Automorphism groups and new constructions of maximum additive rank metric codes with restrictions.
- Author
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Longobardi, Giovanni, Lunardon, Guglielmo, Trombetti, Rocco, and Zhou, Yue
- Subjects
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AUTOMORPHISM groups , *AUTOMORPHISMS , *CIPHERS , *BINARY codes , *MORPHISMS (Mathematics) , *SYMMETRIC matrices , *MATHEMATICAL equivalence - Abstract
Let d , n ∈ Z + such that 1 ≤ d ≤ n. A d -code C ⊂ F q n × n is a subset of order n square matrices with the property that for all pairs of distinct elements in C , the rank of their difference is greater than or equal to d. A d -code with as many as possible elements is called a maximum d -code. The integer d is also called the minimum distance of the code. When d < n , a classical example of such an object is the so-called generalized Gabidulin code (Gabidulin and Kshevetskiy (2005)). In Delsarte and Goethals (1975), Schmidt (2015) and K.U. Schmidt (2018), several classes of maximum d -codes made up respectively of symmetric, alternating and Hermitian matrices were exhibited. In this article we focus on such examples. Precisely, we determine their automorphism groups and solve the equivalence issue for them. Finally, we exhibit a maximum symmetric 2-code which is not equivalent to the one with same parameters constructed in Schmidt (2015). [ABSTRACT FROM AUTHOR]
- Published
- 2020
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74. An exact Polynomial Hybrid Monte Carlo algorithm for dynamical Kogut-Susskind fermions
- Author
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JLQCD, Collaboration, Ishikawa, Kenichi, Fukugita, M, Hashimoto, S, Ishizuka, N, Iwasaki, Y, Kanaya, K, Kuramashi, Y, Okawa, Masanori, Tsutsui, N, Ukawa, A, Yamada, Y, and Yoshie, T
- Subjects
Nuclear and High Energy Physics ,High Energy Physics::Lattice ,PHMC algorithm ,High Energy Physics - Lattice (hep-lat) ,FOS: Physical sciences ,Fermion ,polynomial Hybrid Monte Carlo algorithm ,Hermitian matrix ,Atomic and Molecular Physics, and Optics ,Fractional power ,Hybrid Monte Carlo ,Molecular dynamics ,High Energy Physics - Lattice ,Lattice (order) ,dynamical Kogut-Susskind fermions ,Dynamic Monte Carlo method ,Diffusion Monte Carlo ,Algorithm ,Mathematics - Abstract
We present a polynomial Hybrid Monte Carlo (PHMC) algorithm as an exact simulation algorithm with dynamical Kogut-Susskind fermions. The algorithm uses a Hermitian polynomial approximation for the fractional power of the KS fermion matrix. The systematic error from the polynomial approximation is removed by the Kennedy-Kuti noisy Metropolis test so that the algorithm becomes exact at a finite molecular dynamics step size. We performed numerical tests with $N_f$$=$2 case on several lattice sizes. We found that the PHMC algorithm works on a moderately large lattice of $16^4$ at $\beta$$=$5.7, $m$$=$0.02 ($m_{\mathrm{PS}}/m_{\mathrm{V}}$$\sim$0.69) with a reasonable computational time., Comment: 3 pages, 2 figures, Lattice2002(algor)
- Published
- 2003
75. Graphs and Hermitian matrices: eigenvalue interlacing
- Author
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Vladimir Nikiforov and Béla Bollobás
- Subjects
Discrete mathematics ,Smallest eigenvalue ,Partitioned matrix ,Interlacing ,Block matrix ,Mathematics::Spectral Theory ,Hermitian matrix ,Graph ,Theoretical Computer Science ,Combinatorics ,Graph eigenvalues ,Discrete Mathematics and Combinatorics ,Adjacency matrix ,Laplace operator ,Eigenvalues and eigenvectors ,Second eigenvalue ,Mathematics - Abstract
In this note we discuss interlacing inequalities relating the eigenvalues of a partitioned Hermitian matrix and the eigenvalues of its blocks.We apply such inequalities to estimate the eigenvalues of the adjacency matrix and the Laplacian of a graph. In particular, we prove that for every r⩾3,c>0, there exists β=β(c,r) such that for every Kr-free graph G=G(n,m) with m>cn2, the smallest eigenvalue μn of G satisfies μn⩽-βn.Similarly, for every r⩾3,cγnfor sufficiently large n.
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76. Singular Poisson–Kähler geometry of Scorza varieties and their secant varieties
- Author
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Johannes Huebschmann
- Subjects
Holomorphic nilpotent orbit ,Holomorphic function ,Geometry ,Rank (differential topology) ,Exotic projective variety ,Hermitian matrix ,Nilpotent ,Mathematics::Algebraic Geometry ,Computational Theory and Mathematics ,Poisson algebra ,Stratified Kähler space ,Lie algebra ,Projective space ,Geometry and Topology ,Variety (universal algebra) ,Mathematics::Symplectic Geometry ,Analysis ,Mathematics ,Scorza variety - Abstract
Each Scorza variety and its secant varieties in the ambient projective space are identified, in the realm of singular Poisson–Kahler geometry, in terms of projectivizations of holomorphic nilpotent orbits in suitable Lie algebras of hermitian type, the holomorphic nilpotent orbits, in turn, being affine varieties. The ambient projective space acquires an exotic Kahler structure, the closed stratum being the Scorza variety and the closures of the higher strata its secant varieties. In this fashion, the secant varieties become exotic projective varieties. In the rank 3 case, the four regular Scorza varieties coincide with the four critical Severi varieties. In the standard cases, the Scorza varieties and their secant varieties arise also via Kahler reduction. An interpretation in terms of constrained mechanical systems is included.
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77. Non-Hermitian perturbations to the Fritzsch textures of lepton and quark mass matrices
- Author
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Zhi-zhong Xing, Harald Fritzsch, and Ye-Ling Zhou
- Subjects
Physics ,Quark ,Flavor mixing ,Nuclear and High Energy Physics ,Particle physics ,High Energy Physics::Phenomenology ,FOS: Physical sciences ,Elementary particle ,Hermitian matrix ,Nuclear physics ,Massless particle ,High Energy Physics - Phenomenology ,High Energy Physics - Phenomenology (hep-ph) ,Quark and lepton masses ,CP violation ,Fritzsch texture ,High Energy Physics::Experiment ,Neutrino ,Neutrino oscillation ,Lepton - Abstract
We show that non-Hermitian and nearest-neighbor-interacting perturbations to the Fritzsch textures of lepton and quark mass matrices can make both of them fit current experimental data very well. In particular, we obtain \theta_{23} \simeq 45^\circ for the atmospheric neutrino mixing angle and predict \theta_{13} \simeq 3^\circ to 6^\circ for the smallest neutrino mixing angle when the perturbations in the lepton sector are at the 20% level. The same level of perturbations is required in the quark sector, where the Jarlskog invariant of CP violation is about 3.7 \times 10^{-5}. In comparison, the strength of leptonic CP violation is possible to reach about 1.5 \times 10^{-2} in neutrino oscillations., Comment: 14 pages, 4 figures. More discussions added. Accepted for publication in PLB
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78. Some inequalities for eigenvalues of Schur complements of Hermitian matrices
- Author
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Anping Liao, Yunqing Huang, and Jianzhou Liu
- Subjects
Mathematics::Combinatorics ,Applied Mathematics ,Schur's lemma ,Eigenvalue ,Schur algebra ,Mathematics::Spectral Theory ,Hermitian matrix ,Schur's theorem ,Combinatorics ,Computational Mathematics ,Singular value ,Schur decomposition ,Schur complement ,Mathematics::Representation Theory ,Mathematics ,Schur product theorem - Abstract
In this paper, using a minimum principle for Schur complements of positive semidefinite Hermitian matrices and some estimates of the eigenvalues and the singular values, we obtain some inequalities for the eigenvalues of the Schur complement of the matrix product BAB* in terms of the eigenvalues of the Schur complements of BB* and A.
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79. On local Hermitian and skew-Hermitian splitting iteration methods for generalized saddle point problems
- Author
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Mei-Qun Jiang and Yang Cao
- Subjects
Class (set theory) ,Iterative method ,Numerical analysis ,Applied Mathematics ,Mathematical analysis ,Parameterized complexity ,Hermitian matrix ,Matrix (mathematics) ,Computational Mathematics ,Hermitian and skew-Hermitian splitting ,Skew-Hermitian matrix ,Saddle point ,Applied mathematics ,Mathematics ,Generalized saddle point problem ,Non-Hermitian positive matrix - Abstract
In this paper, we first present a local Hermitian and skew-Hermitian splitting (LHSS) iteration method for solving a class of generalized saddle point problems. The new method converges to the solution under suitable restrictions on the preconditioning matrix. Then we give a modified LHSS (MLHSS) iteration method, and further extend it to the generalized saddle point problems, obtaining the so-called generalized MLHSS (GMLHSS) iteration method. Numerical experiments for a model Navier–Stokes problem are given, and the results show that the new methods outperform the classical Uzawa method and the inexact parameterized Uzawa method.
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80. Eigenvalue estimates for saddle point matrices of Hermitian and indefinite leading blocks
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Zhong-Zhi Bai
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Applied Mathematics ,Saddle point matrices ,Positive-definite matrix ,Hermitian matrix ,law.invention ,Combinatorics ,Hermitian indefiniteness ,Computational Mathematics ,Invertible matrix ,law ,Saddle point ,Divide-and-conquer eigenvalue algorithm ,Eigenvalues and eigenvectors ,Eigenvalue bounds ,Mathematics - Abstract
We study the eigenvalue bounds for the nonsingular saddle point matrices of Hermitian and indefinite (1,1) and (2,2) blocks without imposing the restrictions that the (1,1) blocks are positive definite on the kernels of the (2,1) blocks.
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81. Note on structured indefinite perturbations to Hermitian matrices
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Kui Du
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Pure mathematics ,Hamiltonian matrix ,Skew-Hamiltonian matrix ,Applied Mathematics ,Computation ,Numerical analysis ,Skew-Hermitian matrix ,Hermitian matrix ,Structured multiplicative perturbations ,Algebra ,Computational Mathematics ,symbols.namesake ,symbols ,Hamiltonian (quantum mechanics) ,Eigenvalues and eigenvectors ,Structured additive perturbations ,Mathematics - Abstract
In a recent paper, Overton and Van Dooren have considered structured indefinite perturbations to a given Hermitian matrix. We extend their results to skew-Hermitian, Hamiltonian and skew-Hamiltonian matrices. As an application, we give a formula for computation of the smallest perturbation with a special structure, which makes a given Hamiltonian matrix own a purely imaginary eigenvalue.
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82. On convergence of the inexact Rayleigh quotient iteration with MINRES
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Zhongxiao Jia
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65F15, 65F10, 15A18 ,Discrete mathematics ,Quadratic growth ,Unpreconditioned MINRES ,Applied Mathematics ,Linear system ,Numerical Analysis (math.NA) ,Rayleigh quotient iteration ,Outer iteration ,Hermitian matrix ,Computational Mathematics ,Inner iteration ,General theory ,Rate of convergence ,Convergence (routing) ,FOS: Mathematics ,Tuned preconditioned MINRES ,Mathematics - Numerical Analysis ,Constant (mathematics) ,Inexact RQI ,Convergence ,Mathematics - Abstract
For the Hermitian inexact Rayleigh quotient iteration (RQI), we present a new general theory, independent of iterative solvers for shifted inner linear systems. The theory shows that the method converges at least quadratically under a new condition, called the uniform positiveness condition, that may allow inner tolerance $\xi_k\geq 1$ at outer iteration $k$ and can be considerably weaker than the condition $\xi_k\leq\xi, Comment: 27 pages, 4 figures
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83. The number of solutions of the equation TrFt/Fs(f(x)+v.x)=b and some applications
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Dany-Jack Mercier
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Discrete mathematics ,Combinatorics ,Algebra and Number Theory ,Sesquilinear form ,Linear algebra ,Weight distribution ,Order (group theory) ,Rank (differential topology) ,Linear code ,Hermitian matrix ,Mathematics ,Exponential function - Abstract
We compute the number of solutions of the equation Tr F t / F s (f(x)+v. x)=b in F t 2N , where f denote a quadratic hermitian form on F t 2N , v∈ F t 2N and b∈ F s , and we deduce the number of hermitian matrices of order N and rank ρ . This number is well-known since the paper of Carlitz and Hodges (Duke Math. J. 22 (1995) 393), but with a more restrictive definition of hermitian matrices and with a rather different proof. Next, we introduce a linear code Γ ( N , t , s ) on F s constructed with the same method as Reed–Muller one, and compute its weight distribution. Γ ( N , t , s ) is a generalization of the two codes Γ and C studied in Mercier (J. Pure Appl. Algebra 173 (3) (2003) 273) and the method for obtaining its weight distribution is new and more straightforward. Tools are exponential sums and linear algebra on F t .
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84. Gröbner basis for norm-trace codes
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Fernando Torres, J. I. Farrán, Carlos Munuera, and G. Tizziotti
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Algebra ,Discrete mathematics ,Computational Mathematics ,Gröbner basis ,Algebra and Number Theory ,Mathematics::Commutative Algebra ,Norm (mathematics) ,Hermitian matrix ,Mathematics ,AG codes - Abstract
Heegard, Little and Saints worked out a Gröbner basis algorithm for Hermitian codes. Here we extend such a result for codes on norm-trace curves.
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85. Hessenberg matrix for sums of Hermitian positive definite matrices and weighted shifts
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María Asunción Sastre, Emilio Torrano, Antonio Giraldo, and Carmen Escribano
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Weighted shift ,Orthogonal polynomials ,Applied Mathematics ,010102 general mathematics ,Mathematics::Rings and Algebras ,010103 numerical & computational mathematics ,Positive-definite matrix ,Expression (computer science) ,01 natural sciences ,Hermitian matrix ,Hessenberg matrix ,Mathematics::Numerical Analysis ,Combinatorics ,Moment problem ,Computational Mathematics ,Moment matrix ,Algebraic operation ,Bounded function ,0101 mathematics ,Cholesky decomposition ,Mathematics - Abstract
In this work, we introduce an algebraic operation between bounded Hessenberg matrices and we analyze some of its properties. We call this operation m -sum and we obtain an expression for it that involves the Cholesky factorization of the corresponding Hermitian positive definite matrices associated with the Hessenberg components. This work extends a method to obtain the Hessenberg matrix of the sum of measures from the Hessenberg matrices of the individual measures, introduced recently by the authors for subnormal matrices, to matrices which are not necessarily subnormal. Moreover, we give some examples and we obtain the explicit formula for the m -sum of a weighted shift. In particular, we construct an interesting example: a subnormal Hessenberg matrix obtained as the m -sum of two not subnormal Hessenberg matrices.
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86. Hermitian matrices and graphs: singular values and discrepancy
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Vladimir Nikiforov and Béla Bollobás
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Discrete mathematics ,Second singular value ,Quasi-random graphs ,010102 general mathematics ,Graph theory ,0102 computer and information sciences ,Binary logarithm ,01 natural sciences ,Hermitian matrix ,Theoretical Computer Science ,Combinatorics ,Pseudo-random graphs ,Singular value ,010201 computation theory & mathematics ,Graph eigenvalues ,Discrete Mathematics and Combinatorics ,Multiplicative constant ,Regular graph ,Adjacency matrix ,0101 mathematics ,Absolute constant ,Discrepancy ,Mathematics - Abstract
Let A =( a ij ) i , j =1 n be a Hermitian matrix of size n ⩾2, and set ρ(A)= 1 n 2 ∑ i,j=1 n a ij , disc (A)= max X,Y⊂[n],X≠∅,Y≠∅ 1 |X||Y| ∑ i∈X ∑ j∈Y (a ij −ρ(A)) . We show that the second singular value σ 2 ( A ) of A satisfies σ 2 (A)⩽C 1 disc (A) log n for some absolute constant C 1 , and this is best possible up to a multiplicative constant. Moreover, we construct infinitely many dense regular graphs G such that σ 2 (A(G))⩾C 2 disc (A(G)) log |G|, where C 2 >0 is an absolute constant and A ( G ) is the adjacency matrix of G . In particular, these graphs disprove two conjectures of Fan Chung.
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87. Multiplicative perturbation bounds for spectral and singular value decompositions
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Wen Li
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Pure mathematics ,Multiplicative perturbation ,Numerical analysis ,Applied Mathematics ,Multiplicative function ,Mathematical analysis ,Singular value decomposition ,Perturbation (astronomy) ,Hermitian matrix ,Matrix decomposition ,Singular value ,Computational Mathematics ,Spectral decomposition ,Perturbation bound ,Mathematics - Abstract
Let H be a Hermitian matrix, and [email protected]?=D^*HD be its perturbed matrix. In this paper, the multiplicative perturbations for both spectral decompositions and singular value decompositions are studied and some new perturbation bounds for these decompositions are presented. Our results improve some existing bounds.
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88. (Para-)Hermitian and (para-)Kähler submanifolds of a para-quaternionic Kähler manifold
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Massimo Vaccaro
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(Almost) para-Kähler submanifold ,Pure mathematics ,Endomorphism ,(Almost) para-Hermitian ,Mathematics::Complex Variables ,(Almost) Hermitian ,Second fundamental form ,Kähler manifold ,Curvature invariant (general relativity) ,Submanifold ,Hermitian matrix ,Section (fiber bundle) ,(Almost) Kähler submanifold ,Computational Theory and Mathematics ,Geometry and Topology ,Mathematics::Differential Geometry ,Para-quaternionic Kähler manifold ,Mathematics::Symplectic Geometry ,Analysis ,Mathematics ,Scalar curvature - Abstract
On a para-quaternionic Kahler manifold ( M ˜ 4 n , Q , g ˜ ) , which is first of all a pseudo-Riemannian manifold, a natural definition of (almost) Kahler and (almost) para-Kahler submanifold ( M 2 m , J , g ) can be given where J = J 1 | T M is a (para-)complex structure on M which is the restriction of a section J 1 of the para-quaternionic bundle Q. In this paper, we extend to such a submanifold M most of the results proved by Alekseevsky and Marchiafava, 2001, where Hermitian and Kahler submanifolds of a quaternionic Kahler manifold have been studied. Conditions for the integrability of an almost (para-)Hermitian structure on M are given. Assuming that the scalar curvature of M ˜ is non-zero, we show that any almost (para-)Kahler submanifold is (para-)Kahler respectively and moreover that M is (para-)Kahler iff it is totally (para-)complex. Considering totally (para-)complex submanifolds of maximal dimension 2n, we identify the second fundamental form h of M with a tensor C = J 2 ∘ h ∈ T M ⊗ S 2 T ⁎ M where J 2 ∈ Q is a compatible para-complex structure anticommuting with J 1 . This tensor, at any point x ∈ M , belongs to the first prolongation S J ( 1 ) of the space S J ⊂ End T x M of symmetric endomorphisms anticommuting with J . When M ˜ 4 n is a symmetric manifold the condition for a (para-)Kahler submanifold M 2 n to be locally symmetric is given. In the case when M ˜ is a para-quaternionic space form, it is shown, by using Gauss and Ricci equations, that a (para-)Kahler submanifold M 2 n is curvature invariant. Moreover it is a locally symmetric Hermitian submanifold iff the u ( n ) -valued 2-form [ C , C ] is parallel. Finally a characterization of parallel Kahler and para-Kahler submanifolds of maximal dimension is given.
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89. Almost Hermitian structures and quaternionic geometries
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Andrew Swann and Francisco Martín Cabrera
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Mathematics - Differential Geometry ,53C25 ,53C15, 53C10 ,Pure mathematics ,Structure (category theory) ,Almost quaternion-Hermitian ,Conformal map ,Hermitian matrix ,Hyper-Kähler ,Algebra ,Differential Geometry (math.DG) ,Dimension (vector space) ,Computational Theory and Mathematics ,FOS: Mathematics ,Hermitian manifold ,Geometry and Topology ,Mathematics::Differential Geometry ,Almost hyper-Hermitian ,Mathematics::Symplectic Geometry ,Analysis ,Mathematics - Abstract
Gray & Hervella gave a classification of almost Hermitian structures (g,I) into 16 classes. We systematically study the interaction between these classes when one has an almost hyper-Hermitian structure (g,I,J,K). In general dimension we find at most 167 different almost hyper-Hermitian structures. In particular, we obtain a number of relations that give hyperK��her or locally conformal hyperK��hler structures, thus generalising a result of Hitchin. We also study the types of almost quaternion-Hermitian geometries that arise and tabulate the results., 22 pages, 5 tables
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90. The spectral properties of the preconditioned matrix for nonsymmetric saddle point problems
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Jian-Lei Li, Ting-Zhu Huang, and Liang Li
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Numerical linear algebra ,Spectral ,Preconditioner ,Applied Mathematics ,Mathematical analysis ,Matrix splitting ,computer.software_genre ,Hermitian matrix ,Normal matrix ,Computer Science::Numerical Analysis ,Mathematics::Numerical Analysis ,Eigenvalue analysis ,Computational Mathematics ,Matrix (mathematics) ,Saddle point ,Computer Science::Mathematical Software ,computer ,Nonsymmetric saddle point problems ,Eigenvalues and eigenvectors ,Mathematics - Abstract
In this paper, on the basis of matrix splitting, two preconditioners are proposed and analyzed, for nonsymmetric saddle point problems. The spectral property of the preconditioned matrix is studied in detail. When the iteration parameter becomes small enough, the eigenvalues of the preconditioned matrices will gather into two clusters—one is near (0,0) and the other is near (2,0)—for the PPSS preconditioner no matter whether A is Hermitian or non-Hermitian and for the PHSS preconditioner when A is a Hermitian or real normal matrix. Numerical experiments are given, to illustrate the performances of the two preconditioners.
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91. On HSS and AHSS iteration methods for nonsymmetric positive definite Toeplitz systems
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Fang Chen and Yao-Lin Jiang
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Mathematical optimization ,Iterative method ,Applied Mathematics ,Linear system ,Positive-definite matrix ,Toeplitz matrix ,Skew-centrosymmetric matrix ,Hermitian matrix ,HSS iteration method ,Computational Mathematics ,Convergence (routing) ,Applied mathematics ,Orthogonal matrix ,Centrosymmetric matrix ,Linear equation ,AHSS iteration method ,Mathematics - Abstract
Two iteration methods are proposed to solve real nonsymmetric positive definite Toeplitz systems of linear equations. These methods are based on Hermitian and skew-Hermitian splitting (HSS) and accelerated Hermitian and skew-Hermitian splitting (AHSS). By constructing an orthogonal matrix and using a similarity transformation, the real Toeplitz linear system is transformed into a generalized saddle point problem. Then the structured HSS and the structured AHSS iteration methods are established by applying the HSS and the AHSS iteration methods to the generalized saddle point problem. We discuss efficient implementations and demonstrate that the structured HSS and the structured AHSS iteration methods have better behavior than the HSS iteration method in terms of both computational complexity and convergence speed. Moreover, the structured AHSS iteration method outperforms the HSS and the structured HSS iteration methods. The structured AHSS iteration method also converges unconditionally to the unique solution of the Toeplitz linear system. In addition, an upper bound for the contraction factor of the structured AHSS iteration method is derived. Numerical experiments are used to illustrate the effectiveness of the structured AHSS iteration method.
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92. The change in multiplicity of an eigenvalue of a Hermitian matrix associated with the removal of an edge from its graph
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Charles R. Johnson and Paul R. Mcmichael
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Discrete mathematics ,Comparability graph ,Strength of a graph ,Hermitian matrix ,Butterfly graph ,Matrix with a given graph ,law.invention ,Theoretical Computer Science ,Combinatorics ,Eigenvalue multiplicity ,Graph power ,law ,Line graph ,Edge contraction ,Discrete Mathematics and Combinatorics ,Adjacency matrix ,Complement graph ,Computer Science::Databases ,Tree ,Mathematics - Abstract
When an edge is removed from an undirected graph, there is a limited change that can occur in the multiplicity of an eigenvalue of a Hermitian matrix with that graph. Primarily for trees, we identify the changes that can occur and characterize the circumstances under which they occur. This extends known results for the removal of vertices. A catalog of examples is given to illustrate the possibilities that can occur and to contrast the case of trees with that of general graphs.
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93. A global harmonic Arnoldi method for large non-Hermitian eigenproblems with an application to multiple eigenvalue problems
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Zhongxiao Jia and Congying Duan
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Global harmonic Arnoldi method ,Diagonalizable matrix ,Harmonic F-Ritz value ,Harmonic (mathematics) ,computer.software_genre ,Mathematics::Numerical Analysis ,Arnoldi iteration ,Matrix (mathematics) ,Interior ,Implicit restart ,Global Arnoldi process ,Harmonic F-shifts ,Eigenvalues and eigenvectors ,Harmonic F-Ritz vector ,Mathematics ,Numerical linear algebra ,Applied Mathematics ,Mathematical analysis ,Krylov subspace ,Hermitian matrix ,Computer Science::Numerical Analysis ,F-orthonormal ,Computational Mathematics ,Computer Science::Mathematical Software ,Convergence ,computer ,Multiple - Abstract
The global Arnoldi method can be used to compute exterior eigenpairs of a large non-Hermitian matrix A, but it does not work well for interior eigenvalue problems. Based on the global Arnoldi process that generates an F-orthonormal basis of a matrix Krylov subspace, we propose a global harmonic Arnoldi method for computing certain harmonic F-Ritz pairs that are used to approximate some interior eigenpairs. We propose computing the F-Rayleigh quotients of the large non-Hermitian matrix with respect to harmonic F-Ritz vectors and taking them as new approximate eigenvalues. They are better and more reliable than the harmonic F-Ritz values. The global harmonic Arnoldi method inherits convergence properties of the harmonic Arnoldi method applied to a larger matrix whose distinct eigenvalues are the same as those of the original given matrix. Some properties of the harmonic F-Ritz vectors are presented. As an application, assuming that A is diagonalizable, we show that the global harmonic Arnoldi method is able to solve multiple eigenvalue problems both in theory and in practice. To be practical, we develop an implicitly restarted global harmonic Arnoldi algorithm with certain harmonic F-shifts suggested. In particular, this algorithm can be adaptively used to solve multiple eigenvalue problems. Numerical experiments show that the algorithm is efficient for the eigenproblem and is reliable for quite ill-conditioned multiple eigenproblems.
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94. Planes and processes
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Norman L. Johnson
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Discrete mathematics ,Collineation ,Applied Mathematics ,Derivable nets ,Subregular planes ,Configuration ,Geometry ,Topology ,Translation (geometry) ,Hermitian matrix ,Theoretical Computer Science ,Combinatorics ,Quadratic equation ,Duality (projective geometry) ,Finite geometry ,Projective space ,Discrete Mathematics and Combinatorics ,Projective plane ,Non-Desarguesian plane ,Projective geometry ,Mathematics ,Symplectic geometry - Abstract
This article presented to Combinatorics 2006 is a survey of finite projective planes and the processes used to construct them. All non-translation planes are described, fundamental processes in translation planes are defined and some of these are used to connect semi-field flocks with symplectic spreads. Hermitian ovoids are connected to extensions of derivable nets, and three types of ‘lifting’ methods are discussed. Furthermore, hyperbolic fibrations and ‘regulus-inducing’ central collineation groups are connected to flocks of quadratic cones. Finally, hyper-reguli and multiple hyper-regulus replacement are considered.
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95. The generalized HSS method for solving singular linear systems
- Author
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Yang-Peng Liu, Wen Li, and Xiao-Fei Peng
- Subjects
Singular linear system ,Iterative method ,Preconditioner ,Applied Mathematics ,Linear system ,Mathematical analysis ,Positive-definite matrix ,Non-Hermitian matrix ,Solver ,Generalized minimal residual method ,Hermitian matrix ,Computer Science::Numerical Analysis ,Mathematics::Numerical Analysis ,Computational Mathematics ,Positive semidefinite matrix ,Hermitian and skew-Hermitian splitting ,Hermitian function ,Semi-convergence ,Computer Science::Mathematical Software ,Applied mathematics ,Mathematics - Abstract
For the singular, non-Hermitian, and positive semidefinite linear systems, we propose an alternating-direction iterative method with two parameters based on the Hermitian and skew-Hermitian splitting. The semi-convergence analysis and the quasi-optimal parameters of the proposed method are discussed. Moreover, the corresponding preconditioner based on the splitting is given to improve the semi-convergence rate of the GMRES method. Numerical examples are given to illustrate the theoretical results and the efficiency of the generalized HSS method either as a solver or a preconditioner for GMRES.
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96. The spectral properties of the Hermitian and skew-Hermitian splitting preconditioner for generalized saddle point problems
- Author
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Shi-Liang Wu, Cui-xia Li, and Ting-Zhu Huang
- Subjects
Pure mathematics ,Preconditioner ,Applied Mathematics ,Eigenvalue ,Zero (complex analysis) ,Preconditioning ,Hermitian matrix ,Iterative method ,Combinatorics ,Computational Mathematics ,Matrix (mathematics) ,Splitting ,Skew-Hermitian matrix ,Saddle point ,Hermitian function ,Generalized saddle point problems ,Eigenvalues and eigenvectors ,Mathematics - Abstract
In this paper, we consider the Hermitian and skew-Hermitian splitting (HSS) preconditioner for generalized saddle point problems with nonzero (2, 2) blocks. The spectral property of the preconditioned matrix is studied in detail. Under certain conditions, all eigenvalues of the preconditioned matrix with the original system being non-Hermitian will form two tight clusters, one is near (0, 0) and the other is near (2, 0) as the iteration parameter approaches to zero from above, so do all eigenvalues of the preconditioned matrix with the original system being Hermitian. Numerical experiments are given to demonstrate the results.
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97. Ricci-corrected derivatives and invariant differential operators
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David M. J. Calderbank, Tammo Diemer, and Vladimír Souček
- Subjects
Mathematics - Differential Geometry ,Pure mathematics ,58J70 ,Explicit formulae ,Conformal map ,Differential operator ,Hermitian matrix ,53C15 ,Ricci-corrected derivatives ,Differential Geometry (math.DG) ,Computational Theory and Mathematics ,Parabolic geometry ,Invariant differential operators ,FOS: Mathematics ,Covariant transformation ,Geometry and Topology ,Mathematics::Differential Geometry ,Invariant (mathematics) ,Analysis ,Mathematics - Abstract
We introduce the notion of Ricci-corrected differentiation in parabolic geometry, which is a modification of covariant differentiation with better transformation properties. This enables us to simplify the explicit formulae for standard invariant operators given in work of Cap, Slovak and Soucek, and at the same time extend these formulae from the context of AHS structures (which include conformal and projective structures) to the more general class of all parabolic structures (including CR structures)., Comment: Substantially revised, shortened and simplified, with new treatment of Weyl structures; 24 pages
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98. Convergence rates to the Marchenko–Pastur type distribution
- Author
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Wang Zhou, Jiang Hu, and Zhidong Bai
- Subjects
Statistics and Probability ,Spectral power distribution ,Applied Mathematics ,Sample covariance matrix ,Matrix norm ,Zero (complex analysis) ,Positive-definite matrix ,Marchenko–Pastur distribution ,Hermitian matrix ,Spectral distribution ,Combinatorics ,Matrix (mathematics) ,Convergence of random variables ,Modelling and Simulation ,Modeling and Simulation ,Convergence rate ,Mathematics - Abstract
S n = 1 n T n 1 / 2 X n X n ∗ T n 1 / 2 , where X n = ( x i j ) is a p × n matrix consisting of independent complex entries with mean zero and variance one, T n is a p × p nonrandom positive definite Hermitian matrix with spectral norm uniformly bounded in p . In this paper, if sup n sup i , j E ∣ x i j 8 ∣ ∞ and y n = p / n 1 uniformly as n → ∞ , we obtain that the rate of the expected empirical spectral distribution of S n converging to its limit spectral distribution is O ( n − 1 / 2 ) . Moreover, under the same assumption, we prove that for any η > 0 , the rates of the convergence of the empirical spectral distribution of S n in probability and the almost sure convergence are O ( n − 2 / 5 ) and O ( n − 2 / 5 + η ) respectively.
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