I'm working on a problem that involves multiplying the inverse of a spectral matrix by a matrix containing a subset of that matrices spectral components. Specifically:

How can I determine

S is a covariance matrix.

is the ith eigenvalue.

is the ith eigenvector.

Also, can the inverse of a specral matrix be writen in terms of the inverse of each spectral component somehow?

Thank you