  We consider the subgradient method with constant step size for minimizing
locally Lipschitz semi-algebraic functions. In order to analyze the behavior of
its iterates in the vicinity of a local minimum, we introduce a notion of
discrete Lyapunov stability and propose necessary and sufficient conditions for
stability.
