Den Hertog, Dick; De Waegenaere, Anja; Melenberg, Bertrand - Tilburg University, Center for Economic Research - 2011
In this paper we focus on robust linear optimization problems with uncertainty regions defined by ø-divergences (for example, chi-squared, Hellinger, Kullback-Leibler). We show how uncertainty regions based on ø-divergences arise in a natural way as confidence sets if the uncertain parameters...