 One way to obtain such a point is to relax the feasibility conditions using a slack variable; with enough slack, any starting point is feasible.Then, minimize that slack variable until the slack is null or negative.The extreme value theorem of Karl Weierstrass states that a continuous real-valued function on a compact set attains its maximum and minimum value.