Eigenfunction Analysis

• There is an intuitively obvious solution of this.

• Consider the second order expansion term

  

• is a symmetric positive semi-definite matrix.
• can be diagonalized

  

• are eigenvalues of M.

• D is a diagonal matrix with diagonal entries .

• P is matrix formed by eigenfunctions of M.