Assume is square-integrable. Since and have the same probability distribution, is also square-integrable and . The product is integrable by the Cauchy-Schwarz inequality.
We use the defining test-function identity for conditional expectation: for bounded -measurable , . Take and let . The dominated convergence theorem, with bounds and , givesThis is the extension of the conditional expectation pull-out identity to this square-integrable multiplier. ConsequentlyA nonnegative random variable with zero expectation is zero almost surely. HenceGeometrically, this is the equality case in the L2 space orthogonal projection interpretation of conditional expectation.
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