In this paper we consider a two-person zero-sum discounted stochastic game
with ARAT structure and formulate the problem of computing a pair of pure o
ptimal stationary strategies and the corresponding value vector of such a g
ame as a vertical linear complementarily problem. We show that Cottle-Dantz
ig's algorithm (a generalization of Lemke's algorithm) can solve this probl
em under a mild assumption.