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Symmetric matrix information


Symmetry of a 5×5 matrix

In linear algebra, a symmetric matrix is a square matrix that is equal to its transpose. Formally,

Because equal matrices have equal dimensions, only square matrices can be symmetric.

The entries of a symmetric matrix are symmetric with respect to the main diagonal. So if denotes the entry in the th row and th column then

for all indices and

Every square diagonal matrix is symmetric, since all off-diagonal elements are zero. Similarly in characteristic different from 2, each diagonal element of a skew-symmetric matrix must be zero, since each is its own negative.

In linear algebra, a real symmetric matrix represents a self-adjoint operator[1] represented in an orthonormal basis over a real inner product space. The corresponding object for a complex inner product space is a Hermitian matrix with complex-valued entries, which is equal to its conjugate transpose. Therefore, in linear algebra over the complex numbers, it is often assumed that a symmetric matrix refers to one which has real-valued entries. Symmetric matrices appear naturally in a variety of applications, and typical numerical linear algebra software makes special accommodations for them.

  1. ^ Jesús Rojo García (1986). Álgebra lineal (in Spanish) (2nd ed.). Editorial AC. ISBN 84-7288-120-2.

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Symmetric matrix

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a symmetric matrix is a square matrix that is equal to its transpose. Formally, A  is symmetric ⟺ A = A T . {\displaystyle A{\text{ is symmetric}}\iff...

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Definite matrix

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In mathematics, a symmetric matrix M {\displaystyle M} with real entries is positive-definite if the real number z T M z {\displaystyle z^{\operatorname...

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Transpose

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thus pi j = pj i, and the product matrix (pi j) is symmetric. Similarly, the product AT A is a symmetric matrix. A quick proof of the symmetry of A...

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Square matrix

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A^{*}A=AA^{*}} . If a real square matrix is symmetric, skew-symmetric, or orthogonal, then it is normal. If a complex square matrix is Hermitian, skew-Hermitian...

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Rotation matrix

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which maps any skew-symmetric matrix A to a rotation matrix. In fact, aside from the noted exceptions, we can produce any rotation matrix in this way. Although...

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Hermitian matrix

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be understood as the complex extension of real symmetric matrices. If the conjugate transpose of a matrix A {\displaystyle A} is denoted by A H , {\displaystyle...

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Quadratic form

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is symmetric. Moreover, a symmetric matrix A is uniquely determined by the corresponding quadratic form. Under an equivalence C, the symmetric matrix A...

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Laplacian matrix

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The symmetrically normalized Laplacian matrix is symmetric if and only if the adjacency matrix is symmetric. For a non-symmetric adjacency matrix of a...

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Eigendecomposition of a matrix

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matrices can be factorized in this way. When the matrix being factorized is a normal or real symmetric matrix, the decomposition is called "spectral decomposition"...

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Diagonalizable matrix

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1s on the diagonal. Real symmetric matrices are diagonalizable by orthogonal matrices; i.e., given a real symmetric matrix A {\displaystyle A} , Q T...

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Orthogonal matrix

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identity is also a permutation matrix. A reflection is its own inverse, which implies that a reflection matrix is symmetric (equal to its transpose) as well...

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Symplectic matrix

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is a fixed 2 n × 2 n {\displaystyle 2n\times 2n} nonsingular, skew-symmetric matrix. This definition can be extended to 2 n × 2 n {\displaystyle 2n\times...

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Infinitesimal rotation matrix

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special orthogonal group), the differential of a rotation is a skew-symmetric matrix A T = − A {\displaystyle A^{\mathsf {T}}=-A} in the tangent space s...

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Matrix decomposition

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orthogonal, symmetric, or skew-symmetric, respectively) matrices are normal and therefore possess this property. Comment: For any real symmetric matrix A, the...

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Parallel axis theorem

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theorem using skew-symmetric matrices and the tensor formulation, the following identities are useful. Let [R] be the skew symmetric matrix associated with...

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Moment of inertia

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moments can be described by a symmetric 3-by-3 matrix, with a set of mutually perpendicular principal axes for which this matrix is diagonal and torques around...

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List of named matrices

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Correlation matrix — a symmetric n×n matrix, formed by the pairwise correlation coefficients of several random variables. Covariance matrix — a symmetric n×n...

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Pfaffian

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mathematics, the determinant of an m×m skew-symmetric matrix can always be written as the square of a polynomial in the matrix entries, a polynomial with integer...

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Tridiagonal matrix

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of a tridiagonal matrix is given by the continuant of its elements. An orthogonal transformation of a symmetric (or Hermitian) matrix to tridiagonal form...

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Covariance matrix

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{\displaystyle 2\times 2} matrix would be necessary to fully characterize the two-dimensional variation. Any covariance matrix is symmetric and positive semi-definite...

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Symmetric bilinear form

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this defines a symmetric bilinear form on V. This is an example of a symmetric bilinear form which is not associated to any symmetric matrix (since the vector...

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Cross product

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dimension bivectors can be identified with skew-symmetric matrices, so the product between a skew-symmetric matrix and vector is equivalent to the grade-1 part...

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Gram matrix

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G_{ij}=B\left(v_{i},v_{j}\right)} . The matrix will be symmetric if the bilinear form B {\displaystyle B} is symmetric. In Riemannian geometry, given an embedded...

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Hamiltonian matrix

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mathematics, a Hamiltonian matrix is a 2n-by-2n matrix A such that JA is symmetric, where J is the skew-symmetric matrix J = [ 0 n I n − I n 0 n ] {\displaystyle...

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Toeplitz matrix

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{\displaystyle {\frac {1}{a_{0}}}A} . The inverse of a nonsingular symmetric Toeplitz matrix has the representation A − 1 = 1 α 0 ( B B T − C C T ) {\displaystyle...

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Symmetry in mathematics

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equal). Consequently, only square matrices can be symmetric. The entries of a symmetric matrix are symmetric with respect to the main diagonal. So if the entries...

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Eigenvalue algorithm

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issue doesn't arise when A is real and symmetric, resulting in a simple algorithm: % Given a real symmetric 3x3 matrix A, compute the eigenvalues % Note that...

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Diagonal matrix

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diagonal matrix refers to square matrices, which can be specified explicitly as a square diagonal matrix. A square diagonal matrix is a symmetric matrix, so...

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