In linear algebra, the spectral theorem states that for symmetric matrices, i.e., , then:

  • Every symmetric matrix is orthogonally diagonalisable, i.e., there exists an orthogonal such that is diagonal.
  • The eigenspaces of are orthogonal to each other and have real eigenvalues counted with their algebraic multiplicities.