Let $a_1, a_2 \dots$ be the eigenvalues of symmetric positive semidefinite (SPSD) matrix $A$. How to find the eigenvalues of matrix $A(A+I)^{-1}$?
2026-03-26 06:22:20.1774506140
What are the eigenvalues of $A(A+I)^{-1}$ in terms of the eigenvalues of SPSD matrix $A$?
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Let $A = Q\Lambda Q^T$ be the spectral decomposition. Then $A + I = Q\Lambda Q^T + QQ^T = Q(\Lambda + I)Q^T$. Thus, when we compute the inverse, we get that
$$A(A+I)^{-1} = Q\Lambda Q^T (Q(\Lambda+1)Q^T)^{-1} = Q \Lambda Q^T Q (\Lambda+I)^{-1} Q^T = Q \Lambda(\Lambda+I)^{-1} Q^T.$$
Thus is $\lambda_i$ is an eigenvalue of $A$, we have that $\frac{\lambda_i}{\lambda_i+1}$ is an eigenvalue of $A(A+I)^{-1}$.
In general if all matrices are simultaneously diagonalizable then, we can just assume that our matrices are diagonal and derive the result for this case to get the general result.