Added the separable corollary to the Legendre transform.
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@@ -217,5 +217,28 @@
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By \autoref{lemma:conjugate-function-gymnatics}, $f^{**}$ is lower semicontinuous and convex with so $f^{**} \le f$, so $\text{epi}(f^{**}) \supset \text{epi}(f)$ and $\text{epi}(f^{**}) \supset \ol{\text{Conv}}(\text{epi}(f))$.
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\end{proof}
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\begin{corollary}
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\label{corollary:separable-legendre}
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Let $\dpn{E, F}{\lambda}$ be a duality over $\real$, and $f: E \to (-\infty, \infty]$ with $f \ne \infty$ be convex and lower semicontinuous, then there exists $\seq{(\phi_n, \alpha_n)} \subset F \times \real$ such that for each $x \in E$,
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\[
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f(x) = \sup_{n \in \natp} \dpn{x, \phi_n}{\lambda} - \alpha_n
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\]
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\end{corollary}
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\begin{proof}
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For each $(\phi, \alpha) \in F \times \real$, denote $(\phi, \alpha) \le f$ if $\dpn{\cdot, \phi}{\lambda} - \alpha \le f$. By the \hyperref[Fenchel-Moreau Theorem]{theorem:fenchel-moreau},
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\[
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f^{**}(x) = \sup\bracs{\dpn{x, \phi}{\lambda} - \alpha|(\phi, \alpha) \in F \times \real, (\phi, \alpha) \le f}
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\]
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for all $x \in E$. By \autoref{proposition:separable-dual},
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\[
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S = \bracs{(\phi, \alpha) \in F \times \real| (\phi, \alpha) \le f}
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\]
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is separable with respect to $\sigma(F \times \real, E \times \real)$. Therefore there exists $\seq{(\phi_n, \alpha_n)} \subset S$ such that for each $x \in E$,
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\[
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f(x) = \sup_{n \in \natp} \dpn{x, \phi_n}{\lambda} - \alpha_n
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\]
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\end{proof}
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