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Distributions with fixed marginals maximizing the mass of the endograph of a function

Abstract

We solve the problem of maximizing the probability that XX does not default before YY within the class of all random variables X,YX,Y with given distribution functions FF and GG respectively, and construct a dependence structure attaining the maximum. After translating the maximization problem to the copula setting we generalize it and prove that for each (not necessarily monotonic) transformation T:[0,1][0,1]T:[0,1] \rightarrow [0,1] there exists a completely dependent copula maximizing the mass of the endograph Γ(T)\Gamma^\leq(T) of TT and derive a simple and easily calculable formula for the maximum. Analogous expressions for the minimal mass are given. Several examples and graphics illustrate the main results and falsify some natural conjectures.

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