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Symmetric Matrix


A symmetric matrix is a square matrix that satisfies

 A^(T)=A,
(1)

where A^(T) denotes the transpose, so a_(ij)=a_(ji). This also implies

 A^(-1)A^(T)=I,
(2)

where I is the identity matrix. For example,

 A=[4 1; 1 -2]
(3)

is a symmetric matrix. Hermitian matrices are a useful generalization of symmetric matrices for complex matrices.

A matrix that is not symmetric is said to be an asymmetric matrix, not to be confused with an antisymmetric matrix.

A matrix m can be tested to see if it is symmetric in the Wolfram Language using SymmetricMatrixQ[m].

Written explicitly, the elements of a symmetric matrix A have the form

 [a_(11) a_(12) ... a_(1n); a_(12) a_(22) ... a_(2n); | | ... |; a_(1n) a_(2n) ... a_(nn)].
(4)

The symmetric part of any matrix may be obtained from

 A_S=1/2(A+A^(T)).
(5)

A matrix A is symmetric if it can be expressed in the form

 A=QDQ^(T),
(6)

where Q is an orthogonal matrix and D is a diagonal matrix. This is equivalent to the matrix equation

 AQ=QD,
(7)

which is equivalent to

 AQ_n=lambda_nQ_n
(8)

for all n, where lambda_n=D_(nn). Therefore, the diagonal elements of D are the eigenvalues of A, and the columns of Q are the corresponding eigenvectors.

The numbers of symmetric matrices of order n on s symbols are s, s^3, s^6, s^(10), ..., s^(n(n-1)/2). Therefore, for (0,1)-matrices, the numbers of distinct symmetric matrices of orders n=1, 2, ... are 2, 8, 64, 1024, ... (OEIS A006125).


See also

Antihermitian Matrix, Antisymmetric Matrix, Asymmetric Matrix, Bisymmetric Matrix, Conjugate Transpose, Hankel Matrix, Hermitian Matrix, Orthogonal Matrix, Symmetric Part

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References

Ayres, F. Jr. Schaum's Outline of Theory and Problems of Matrices. New York: Schaum, pp. 12 and 115-117, 1962.Nash, J. C. "Real Symmetric Matrices." Ch. 10 in Compact Numerical Methods for Computers: Linear Algebra and Function Minimisation, 2nd ed. Bristol, England: Adam Hilger, pp. 119-134, 1990.Sloane, N. J. A. Sequence A006125/M1897 in "The On-Line Encyclopedia of Integer Sequences."

Referenced on Wolfram|Alpha

Symmetric Matrix

Cite this as:

Weisstein, Eric W. "Symmetric Matrix." From MathWorld--A Wolfram Web Resource. https://mathworld.wolfram.com/SymmetricMatrix.html

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