Explicit Scheme, spectral radius and stability

The spectral radius is defined as $$ \begin{equation*} \rho(\mathbf{A}) = \hspace{0.1cm}\mathrm{max}\left\{|\lambda|:\mathrm{det}(\mathbf{A}-\lambda\hat{I})=0\right\}, \end{equation*} $$ which is interpreted as the smallest number such that a circle with radius centered at zero in the complex plane contains all eigenvalues of \( \mathbf{A} \). If the matrix is positive definite, the condition in Eq. (8) is always satisfied.