Orthonormal Linear Combinations of Independent Standard Normal Random Variables
theoremProbabilitythm:orthonormal-normal-combinations-2026aLet and be natural numbers, let be independent standard normal random variables on a probability space , and let , with coordinates , be an orthonormal family in the Euclidean space :
with the dot product of . Define
Then are independent standard normal random variables on .
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