The first part of the book addresses modeling issues and stability theory for shastic max-plus systems. The second part of the book treats perturbation analysis of max-plus systems: a calculus for differentiation of max-plus systems is developed. This calculus leads to numerical evaluations of performance indices of max-plus linear shastic systems, such as the Lyapunov exponent or waiting times.