 Alternatively, the scenarios formula_8 can be obtained from a record of observations.We set out to solve the scenario optimization program

This corresponds to choosing a portfolio vector "x" so as to obtain the best possible return in the worst-case scenario.After solving (1), an optimal investment strategy formula_10 is achieved along with the corresponding optimal return formula_11.