The Constant Tuple on : Coordinates, Projection, Tail Form, and Translation-Closed Preimages
lemmaAnalysisProbabilitylem:constants-tuple-lift-wasserstein-2026aThe constant classes at the standard basis vectors form an orthonormal tuple in the space of square-integrable random vectors whose coordinate map is the mean of the law, whose projection is the constant class at that mean, and whose tail form is the centred second moment; preimages of translation-invariant sets of measures under the law map are translation-closed along it.
In the setting of Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation, the space with its inner product , norm , laws , constant classes and translations , the second moment , the Wasserstein space , the standard basis vectors of and the preimage of a subset under the law map are as fixed there; push-forwards are those of Probability Measures on Euclidean Space and Random Vectors: Standing Notation §pushforward. The mean and the centred measure of are those of that lemma.
Let , a -tuple in . By clause 2 below is orthonormal, so Coordinate Maps of a Finite Orthonormal Tuple: Forms, the Tail Form, and Quadratic Test Functions applies to it, read with in place of and with in place of the dimension written there: the coordinate map and the map and the tail form determined by are those of that lemma. Two of its symbols are renamed here, because this setting binds them otherwise: its projection, there written , is written , the letter being the probability measure; and its coordinate map, there written , is referred to in words, the letter being the law map. Being translation-closed along is as defined there. Then the following hold.
1. (Constant classes)¶ For every ,
2. (The tuple is orthonormal)¶ The -tuple is orthonormal.
3. (Coordinates are the mean of the law)¶ For every , every and every ,
the coordinate map determined by sends to , and . In particular that map takes equal values at two classes with the same law.
4. (The projection and the tail form)¶ For every ,
In particular takes equal values at two classes with the same law.
5. (Preimages of translation-invariant sets)¶ Assume that is rich, and let be nonempty and satisfy for every and every . Then is translation-closed along .
6. (Penalty domains)¶ Assume that is rich and let be a penalty pair on . Then is translation-closed along .
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