Starting from a previous basis
The sample illustrates using an optimal basis from a previous solution.
Before solving the modified problem, example ilolpex3.cpp sets
the optimizer option to Dual,
as this is the algorithm that can generally take best advantage of
the optimal basis from the previous solve after the addition of constraints.