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Preference robust models in multivariate utility-based shortfall risk minimization
Published in Optimization Methods and Software, 2022
Yuan Zhang, Huifu Xu, Wei Wang
By the triangle inequality, we have
where denotes the Dirac measure at . It suffices to show existence of appropriate positive numbers δ and such that for with , we have
and
for all . By Strassen's theorem [33, Theorem 2.13], (62) and (63) are implied respectively by
and
Note that (64) follows from Theorem 4.9. Thus we are left to prove (65). Note that
It follows by Theorem 4.7 that we can choose δ sufficiently small such that when , we have
Analogous to (64), we have from Theorem 4.9 for all . Combining (66) and (67), we have (65) holds.