For nonnegative random variables on a probability space and a sub-sigma-algebra ,almost surely, with extended nonnegative conditional expectations allowed. Use one common full-probability set for the countably many conditional inequalities.
Put . Then , and monotonicity of conditional expectation givesConditional monotone convergence gives the limit of the left side, proving the claim. That conditional convergence statement follows by integrating the increasing conditional expectations on every event in and applying ordinary monotone convergence.
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