Suppose is a nonzero separable Banach space, the Cameron-Martin space of a Gaussian random variable in a Banach space is a dense subset of , and every centered ball of positive radius has positive probability. Then is strictly increasing on . For , choose in that Cameron-Martin space of a Gaussian random variable in a Banach space with and . The closed ball of radius centered at lies in the annulus and has positive probability by the symmetric Gaussian translation lower bound. The nonzero assumption is necessary: on the distribution function equals one everywhere.
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