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Lemma 45 ([Comparison of two bounded batches]). Consider two bounded batches of prescribed nominal columns in one raw endpoint, or in two independent raw endpoints. Suppose their union is nominally independent in every endpoint, component, …

Lemma 45 ([Comparison of two bounded batches]). Consider two bounded batches of prescribed nominal columns in one raw endpoint, or in two independent raw endpoints. Suppose their union is nominally independent in every endpoint, component, and mode. Let F and G be bounded functions of the separate image batches, respectively. The difference between their joint raw expectation and the product of their separate raw expectations is O(F∞2-N/2 ). The bound is uniform in the independent nominal columns and all their prescribed same-endpoint Gram entries. The functions may also depend on the fixed nominal inputs determining their own batch.

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证明
By Lemma 19, the image laws are uniform laws on the indicated independent vectors with their same-endpoint Gram entries prescribed. Relative to the product of the two separate batch laws, the union law adds only the mutual Gram entries and joint injectivity. The latter may be omitted at an exponentially small error because the number of columns is bounded. Expand the indicators of the mutual Gram entries into binary characters. Their values, which are determined by the nominal inputs, enter this expansion only as signs. In a nontrivial character, after identical descriptions of an unordered slot pair have been collapsed, the coefficient matrix between the two batches is nonzero. Its bit rank is at least N . The individual batch Gram densities can be included in the two separate bounded weights.Lemma 25 ([Walsh estimates]) bounds this character by a constant times F__∞2^ -N/2 . There are only boundedly many characters. Applying the same expansion with F=G=1 controls the normalization, while Lemma 44 ([Gram normalization]) bounds all internal normalization factors. The zero character gives the product of separate expectations.