For a centered Gaussian random variable in a Banach space, a Borel set , and in its Cameron-Martin space of a Gaussian random variable in a Banach space, the Cameron-Martin theorem for a Gaussian measure gives the translated density . The joint law of is invariant under simultaneous negation. Averaging the two density formulas therefore replaces by , proving the lower bound. No convexity of is required.
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