 This type of analysis was popularized by Lord Rayleigh, in his investigation of harmonic vibrations of a string perturbed by small inhomogeneities.The derivations in this article are essentially self-contained and can be found in many texts on numerical linear algebra or numerical functional analysis.Suppose we have solutions to the generalized eigenvalue problem,

where formula_2 and formula_3 are matrices.