Symmetric matrix
High school
A symmetric matrix is a square matrix that is unchanged when flipped across its main diagonal: the entry in row $i$ and column $j$ equals the entry in row $j$ and column $i$.
Properties
- A real symmetric matrix has real eigenvalues and an orthonormal basis of eigenvectors (the spectral theorem), so $A = Q \Lambda Q^{\top}$ with $Q$ orthogonal and $\Lambda$ diagonal.
- Every square matrix is the sum of a symmetric matrix and a skew-symmetric matrix: \[A = \frac{1}{2}(A + A^{\top}) + \frac{1}{2}(A - A^{\top}).\]