EggSTRC08 TRANSP-OR TALK Eggenberg, Niklaus Salani, Matteo Bierlaire, Michel Optimization of Uncertainty Features for Transportation Problems 2008 Swiss Transportation Research Conference 2008 Monte Verità, Switzerland October 17, 2008 In this work we present the concept of Uncertainty Feature Optimization (UFO), an optimization framework to handle problems due to noisy data. We show that UFO is an extension of standard methods as robust optimization and stochastic optimization and we show that the method can be used when no information of the data uncertainty sets is available. We present a proof of concept for the multiple knapsack problem and we show applications to some routing problems: vehicle routing with stochastic demands and airline scheduling.