Before revision:  We develop results that guarantee the existence of a solution , indicate properties that our risk measure fulfills, and characterize the resulting minimum cost as a deviation measure.
After revision:  We consider uncertainty by taking the supremum over alternative probability measures. We provide results that guarantee the existence of a solution , indicate properties that our risk measure fulfills, and characterize the resulting minimum cost as a deviation measure.