I'm trying to understand the proof of first theorem here. Maybe it's very simple but I would like your help because I need understand this, I have no much time and my knowledge about this subject is very limited. Some users already have helped-me here and here but I still have doubts.
The statement which I need a explanation is this: "Thus, if $\rho(A)<1$ then $|\lambda_i|<1$".
Matrices $A$ and $J$ have the same eigenvalues, because they are similar. What is relationship between this fact and scalars $\lambda_i$? Is $\lambda_i$ a eigenvalue of A? Why?
Thanks.