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Proof.
By Proposition 3.40(3,4),
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Then, except for the last assertion, the result follows by combining
this with the case when is a linear map, treated in [Roc70, Theorem
16.3].
To prove the last assertion of the proposition, we first note that
the concave function
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attains its maximum at a point if and only if its sup-differential at contains
.
We fix a point in and
we consider the affine inclusion
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We denote by the dual
of the linear part of .
Set , then for
, by Proposition 3.45, we have
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and so if and only if .
Hence
realizes the maximum if and only if
for some such that , as stated.
∎