Two-block Hadamard rotations match uniform rotations in each coordinate with improving accuracy as dimension grows but differ substantially in their overall distribution, with explicit bounds.
Nist digital library of mathematical functions.Annals of Mathematics and Artificial Intelligence, 38(1):105–119, 2003
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Approximating Uniform Random Rotations by Two-Block Structured Hadamard Rotations in High Dimensions
Two-block Hadamard rotations match uniform rotations in each coordinate with improving accuracy as dimension grows but differ substantially in their overall distribution, with explicit bounds.