The required condition is uniform integrability, written entirely in terms of the given probability laws:Together with the given almost sure convergence, this implies L1 convergence to an integrable . Passing to the limit in , using the contraction property of conditional expectation in L1 space, gives .
For every bounded stopping time , the same identity holds with : split an event of its stopping-time sigma-algebra according to and use the deterministic-time identity. In particular . These conditional expectations are uniformly integrable: for an integrable and , the event satisfies , andFirst choose , then , uniformly in . Define on . Now almost surely and in L1 space, so the bounded-time mean identities imply even when can be infinite.
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