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CorollaryStatement: Literature-sourcedProof: AI-adaptedPipeline-generatedjudge pass (gpt-5.6-terra)audited 2026-09-14
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Gambler's ruin hitting probability from optional stopping

Statement

Assume AC. Let N2 and i{1,,N1} be integers, let Sn=i+k=1nξk, where the independent increments take 1 and 1 with probability 1/2, and use the natural filtration Fn=σ(ξ1,,ξn), with F0 trivial. For τ=inf{n:Sn{0,N}}, τ is almost surely finite; use the cemetery value Sτ=0 on {τ=}. Then P(Sτ=N)=i/N.

Facts & Assumptions

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

[F2]
[F3]

Optional stopping with a dominating integrable variable passes from the bounded stopped times to τ.

[F4]

The Axiom of Choice is inherited from martingale conditioning and optional stopping.

Proof

1.1

Adaptedness and F1 make τ a stopping time. At the start of any block of N fresh increments, conditional on not yet having exited, the event that all N increments are +1 has probability 2N and forces an upper exit within that block. Independence of successive increments therefore gives inductively P(τ>mN)(12N)m0. Thus τ< almost surely.

F1
2.1

Since Eξk=0 and ξk is independent of the past, F2 gives E[SkFk1]=Sk1. Before and at exit the nearest-neighbour path stays in [0,N], so SτnN. F3 with dominator N yields ESτ=ES0=i.

F2F3step 1.1
3.1

At the finite exit time, Sτ{0,N}; the chosen value zero on the null event {τ=} preserves this assertion everywhere. Therefore i=ESτ=NP(Sτ=N), which gives the result. AC is used exactly through F4.

F4step 2.1

Depends on

Used by

Dependency tree · two levels

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Sources