Levy's Upward Theorem in Mean Square
theoremProbabilitythm:levy-upward-mean-square-2026aLet be a probability space and let be a sequence of sub--algebras of indexed by the natural numbers that is nondecreasing: for every . Let
be the generated -algebra of the union, which is again a sub--algebra of because is a -algebra containing every . Let be a square-integrable random variable on .
Then for every choice of conditional expectations of given () and every conditional expectation of given , the real sequence of mean-square distances has limit . In the notation of Conditional Expectation of a Square-Integrable Random Variable:
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