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Roy, M. Aloulou, and R. Kala¨ı, editors, Robustness in OR-DA, pages 145–171. LAMSADE, Paris, 2007. Annales du Lamsade no 7. 29. J. Liesi¨o, P. Mild, and A. Salo. Robust portfolio modelling with incomplete cost information and projects interdependencies. European Journal of Operational Research, 190:679–695, 2008. 30. M. Minoux. Duality, robustness, and 2-stage robust LP decision models. In B. Roy, M. Aloulou, and R. Kala¨ı, editors, Robustness in OR-DA, pages 173–190. LAMSADE, Paris, 2007. Annales du Lamsade no 7.

Ranking of suburban line extension projects on the Paris metro system by a multicriteria method. Transportation Research A, 16(4):301–312, 1982. 43. B. Roy, M. Pr´esent, and D. Silhol. A programming method for determining which Paris metro stations should be renovated. European Journal of Operational Research, 24:318–334, 1986. 44. E. S. Rocco. Solving advanced multi-objective robust designs by means of multiple objective evolutionary algorithms (MOEA): A reliability application. Reliability Engineering and System Safety, 92(6):697–706, 2007.

2) a proposal dealing with linear programming models in which only the coefficients of the constraint matrix are imperfectly known (the set S that allows the imperfect knowledge to be modeled being assumed finite). In addition, this proposal assumes that the decision-maker can tolerate a robust solution that does not verify all the constraints, if this is true only for a small number of elements s(S) and leads to a low cost solution. It also assumes that a solution that is mathematically infeasible is preferable to a solution that satisfies all the constraints but costs a lot more.

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