Symmetric matrix
This article defines a property that can be evaluated for a square matrix. In other words, given a square matrix (a matrix with an equal number of rows and columns) the matrix either satisfies or does not satisfy the property.
View other properties of square matrices
Definition
Verbal definition
A symmetric matrix is a square matrix that equals its own matrix transpose. Explicitly, a square matrix is termed a symmetric matrix if .
Algebraic definition
Suppose is a positive integer and is a matrix. We say that is symmetric if the following holds:
Note that the condition is not required; the above definition is equivalent to:
Finally, because the equality condition is symmetric in , it suffices to check it for , so the above definition if equivalent to:
Encoding
We can encode a symmetric matrix by simply storing the entries on or above the diagonal. This is a total of entries instead of the total of entries.
Small cases
For the equal entries and , , we will use as the label. This is purely a matter of convention.
General description of symmetric matrix | Number of free parameters (equals ) | |
---|---|---|
1 | 1 | |
2 | 3 | |
3 | 6 |
Matrix operations
Invariant computation
For both the trace and the determinant, there does not seem to be a simpler way of computing them than the standard approach for square matrices.
Operations
Matrix operation | Description in terms of encoding | Number of additions | Number of multiplications | Number of inverse computations | Set of symmetric matrices closed under operation? |
---|---|---|---|---|---|
Addition of two symmetric matrices | Add the corresponding entries of the two matrices | 0 | 0 | Yes | |
Multiplication of two symmetric matrices | Usual matrix multiplication algorithms; symmetry does not seem to offer speedup | for naive matrix multiplication | for naive matrix multiplication | 0 | No |
Relation with other properties
Stronger properties
Property | Meaning | Proof of implication | Proof of strictness (reverse implication failure) | Intermediate notions |
---|---|---|---|---|
scalar matrix | scalar multiple of identity matrix | Bisymmetric matrix, Diagonal matrix|FULL LIST, MORE INFO | ||
diagonal matrix | all off-diagonal entries are zero | |FULL LIST, MORE INFO | ||
bisymmetric matrix | both symmetric and centrosymmetric | |FULL LIST, MORE INFO | ||
symmetric Toeplitz matrix | Bisymmetric matrix|FULL LIST, MORE INFO |