Out of a measure with a density relative to a diagonal Gaussian measure, every noise-optimal displacement lies in the noise tangent space; hence the set of such measures has the noise map property.
In the setting of Probability Measures on a Hilbert Space Transported in the Noise Norm: Standing Notation, let be a variance sequence with diagonal Gaussian measure , let be the set of The Measures Noise-Connected to the Reference Measure §space, and let be the identity map of . Noise-optimal maps and their displacements , for , are those of Noise-Optimal Maps and Uniquely Noise-Mapped Pairs, for the set is the noise tangent space at , and the noise map property is that of The Noise Map Property of a Set of Probability Measures. Let be the set of the that have a density with respect to .
1. (Tangency) Let and , and let be a noise-optimal map from to . Then .
2. (The noise map property) The set has the noise map property.
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