In this paper we consider the problem of optimizing a piecewise-linear obje
ctive function over a non-convex domain. In particular we do not allow the
solution to lie in the interior of a prespecified region R. We discuss the
geometrical properties of this problems and present algorithms based on com
binatorial arguments. In addition we show how we can construct quite compli
cated shaped sets R while maintaining the combinatorial properties.