Alphabeta Math
CorollaryStatement: Literature-sourcedProof: AI-adaptedPipeline-generatedjudge pass (gpt-5.6-terra)audited 2026-09-14
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Wald first equation under integrable stopping

Statement

Let X1,X2, be iid integrable real random variables with mean μ, let Fn=σ(X1,,Xn), and let τ be an (Fn)-stopping time with Eτ<. Then k=1τXk is integrable and Ek=1τXk=μEτ.

Facts & Assumptions

Given: The hypotheses, objects, and conventions in the Statement.

[F1]

Equivalent event tests for a discrete stopping time gives {τk}Fk1.

Proof

1.1

Pointwise, k=1τXk=k1Xk1{τk},τ=k11{τk}. The first identity is understood through finite partial sums; the integrability calculation below shows that τ= is null.

F1
2.1

By F1, F2, F3, E[Xk1{τk}]=EX1P(τk). MCT applied to the nonnegative partial sums and to the second identity in step 1.1 gives Ek1Xk1{τk}=EX1k1P(τk)=EX1Eτ<. Thus the stopped series is absolutely integrable and τ< almost surely.

F2F3F4
3.1

The signed partial sums are dominated by the integrable absolute series in step 2.1. DCT and finite linearity therefore give Ek=1τXk=k1E[Xk1{τk}]=k1μP(τk)=μEτ, where F3 gives the middle factorization. This argument is choice-free: the given iid sequence and stopping time supply all indexed objects, and no conditional-expectation version is chosen.

F3F4step 1.1step 2.1

Depends on

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