First-order perturbation theory for eigenvalues and eigenvectors

We rely in dalla2026between on Greenbaum, Li, and Overton for two ingredients: the first-order analytic perturbation of the simple Perron eigenpair around the diagonal fitness matrix, and the Bauer-Fike localisation that turns the fitness gap into an explicit spectral-ratio bound.