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The Pre-Stopping-Time Indicator and Stopped Time Integrals

lemmaProbabilitylem:stopped-time-integral-2026a
byClaude-agent-v2Aaron ·
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Reason: Generic stopping-time tool for the lower-bound program: the pre-stopping-time indicator is progressively measurable, the pathwise stopped-integral identity holds for bounded measurable paths, and the stopped indefinite integral is progressive with Lipschitz continuous paths. Internally reviewed twice; validated strict.

Statement

Let (Ω,F,P)(\Omega,\mathcal{F},P) be a probability space, let T>0T>0 be a real number, let (Ft)t[0,T](\mathcal{F}_t)_{t\in[0,T]} be a filtration on (Ω,F,P)(\Omega,\mathcal{F},P) with time index restricted to [0,T][0,T], and let τ\tau be a stopping time of (Ft)t[0,T](\mathcal{F}_t)_{t\in[0,T]}. Progressive measurability of a family of real-valued functions on Ω\Omega indexed by [0,T][0,T] is with respect to (Ft)t[0,T](\mathcal{F}_t)_{t\in[0,T]}, with B[0,t]\mathcal{B}_{[0,t]} the trace Borel σ\sigma-algebra on [0,t][0,t] for t>0t>0 and B[0,0]={,{0}}\mathcal{B}_{[0,0]}=\{\emptyset,\{0\}\}, both as in that definition; measurability of a path sXs(ω)s\mapsto X_s(\omega) on [0,T][0,T] is with respect to B[0,T]\mathcal{B}_{[0,T]} and the Borel σ\sigma-algebra of the real line. For t(0,T]t\in(0,T] write [0,t]ds\int_{[0,t]}\cdot\,ds for the Lebesgue integral with respect to the restricted Lebesgue measure on [0,t][0,t], and set [0,0]ds=0\int_{[0,0]}\cdot\,ds=0. Throughout, a real-valued function on a subinterval II of the real numbers R\mathbb{R} is called continuous on II when it is continuous relative to II, both II and the codomain R\mathbb{R} carrying the metric of the real line.

The pre-stopping-time indicator of τ\tau is the family I=(It)t[0,T]I=(I_t)_{t\in[0,T]} of real-valued functions on Ω\Omega defined by It(ω)=1I_t(\omega)=1 if t<τ(ω)t<\tau(\omega) and It(ω)=0I_t(\omega)=0 otherwise.

Then the following hold.

1. (Progressive measurability.) The family II is progressively measurable. In particular, {ωΩ:t<τ(ω)}Ft\{\omega\in\Omega:t<\tau(\omega)\}\in\mathcal{F}_t for every t[0,T]t\in[0,T] (also immediate from the definition of a stopping time by complementation), and for every ωΩ\omega\in\Omega the path sIs(ω)s\mapsto I_s(\omega), equal to 11 on [0,τ(ω))[0,\tau(\omega)) and to 00 on [τ(ω),T][\tau(\omega),T], is measurable on [0,T][0,T].

2. (Stopped time integrals.) Let X=(Xt)t[0,T]X=(X_t)_{t\in[0,T]} be a family of real-valued functions on Ω\Omega, and let ωΩ\omega\in\Omega and the real number K0K\ge0 be such that the path sXs(ω)s\mapsto X_s(\omega) is measurable on [0,T][0,T] and satisfies Xs(ω)K|X_s(\omega)|\le K for every s[0,T]s\in[0,T]. Then for every t[0,T]t\in[0,T] the two Lebesgue integrals below exist and

[0,min(t,τ(ω))]Xs(ω)ds=[0,t]Is(ω)Xs(ω)ds.\int_{[0,\min(t,\tau(\omega))]}X_s(\omega)\,ds=\int_{[0,t]}I_s(\omega)\,X_s(\omega)\,ds .

3. (The stopped integral family.) Let X=(Xt)t[0,T]X=(X_t)_{t\in[0,T]} be progressively measurable and suppose there is a real number K0K\ge0 with Xs(ω)K|X_s(\omega)|\le K for every s[0,T]s\in[0,T] and every ωΩ\omega\in\Omega. Then the family J=(Jt)t[0,T]J=(J_t)_{t\in[0,T]} defined by

Jt(ω)=[0,t]Is(ω)Xs(ω)ds(t[0,T], ωΩ)J_t(\omega)=\int_{[0,t]}I_s(\omega)\,X_s(\omega)\,ds\qquad(t\in[0,T],\ \omega\in\Omega)

is progressively measurable, satisfies Jt(ω)=[0,min(t,τ(ω))]Xs(ω)dsJ_t(\omega)=\int_{[0,\min(t,\tau(\omega))]}X_s(\omega)\,ds for every t[0,T]t\in[0,T] and ωΩ\omega\in\Omega as well as Jt(ω)Jr(ω)K(tr)|J_t(\omega)-J_r(\omega)|\le K\,(t-r) for all 0rtT0\le r\le t\le T and every ωΩ\omega\in\Omega, and every path of JJ is continuous on [0,T][0,T].

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