In problem (1.1) the coefficients ci (e.g. factor prices), aij (e.g. productivities) and bi (e.g. demands or capacities) are assumed to have fixed known real values and we are left with the task of finding an optimal combination of the values for the decision variables xj (e.g. factor inputs, activity levels or energy flows) that have to satisfy the given constraints.