• The Spectral Theorem states that for any normal (in ) or self-adjoint (in ) linear operator, there exists a simpler canonical form. The canonical form is obtained by decomposing the linear operator as a series of projections onto orthogonal eigenspaces.

  • (Friedberg 6.24) Spectral Theorem. Suppose that is a linear operator on a finite dimensional inner product space over . Assume that is normal if and is self-adjoint if .

    If are the distinct eigenvalues of , let be the eigenspace of corresponding to eigenvalue and let be the orthogonal projection on . Then

    • If denotes the direct sum of the subspaces of , , then
    • for
    • . This decomposition is called the resolution of the identity operator induced by
    • . The decomposition of this sum is called the spectral decomposition.
    • The spectral decomposition is unique.
    • If is the union of orthonormal bases of the s and then
  • (Friedberg 6.24.1) If then is normal if and only if for some polynomial .

  • (Friedberg 6.24.2) If , then is unitary if and only if is normal and for every

  • (Friedberg 6.24.3) If and is normal, then is self-adjoint if and only if every eigenvalue of is real.

  • (Friedberg 6.24.4) Let have a spectral decomposition of . Then each is a polynomial in

  • (Friedberg e6.6.7) Let be a normal operator and a linear operator on a finite dimensional complex inner product space . Let be a spectral decomposition of .

    • If is a polynomial then
    • If for some then
    • commutes with if and only if commutes with each
    • If is normal and commutes with then if we have as (not necessarily distinct) eigenvalues of ,
    • There exists a normal operator on such that
    • is invertible if
    • is a projection if and only if every eigenvalue of is or .
    • if and only if every is an imaginary number.

Links

  • [[Linear Algebra by Friedberg Insel and Spence|Friedberg, Insel and Spence]/]