A symmetric matrix is a square matrix that satisfies
|
(1) |
where
denotes the transpose, so
. This also implies
|
(2) |
where
is the identity matrix. For example,
|
(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
can be tested to see if it is symmetric in the Wolfram
Language using SymmetricMatrixQ[m].
Written explicitly, the elements of a symmetric matrix have the form
|
(4) |
The symmetric part of any matrix may be obtained from
|
(5) |
A matrix is symmetric if it can be expressed in the form
|
(6) |
where
is an orthogonal matrix and
is a diagonal matrix. This
is equivalent to the matrix equation
|
(7) |
which is equivalent to
|
(8) |
for all ,
where
.
Therefore, the diagonal elements of
are the eigenvalues of
, and the columns of
are the corresponding eigenvectors.
The numbers of symmetric matrices of order on
symbols are
,
,
,
, ...,
. Therefore, for (0,1)-matrices,
the numbers of distinct symmetric matrices of orders
, 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
Cite this as:
Weisstein, Eric W. "Symmetric Matrix." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/SymmetricMatrix.html