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seen to be
:

Fenchel duality

Let and be dual pairs. Assume there exists a linear map with adjoint operator . Assume the primal objective function (including the constraints by way of the indicator function) can be written as such that . Then the perturbation function is given by
:

In particular if the primal objective is then the perturbation function is given by , which is the

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