Let (Ω,F,P) be a probability space, let T>0 be a real number, let (Ft)t∈[0,T] be a filtration on (Ω,F,P) with time index restricted to [0,T], and let τ be a stopping time of (Ft)t∈[0,T]. Progressive measurability of a family of real-valued functions on Ω indexed by [0,T] is with respect to (Ft)t∈[0,T], with B[0,t] the trace Borel σ-algebra on [0,t] for t>0 and B[0,0]={∅,{0}}, both as in that definition; measurability of a path s↦Xs(ω) on [0,T] is with respect to B[0,T] and the Borel σ-algebra of the real line. For t∈(0,T] write ∫[0,t]⋅ds for the Lebesgue integral with respect to the restricted Lebesgue measure on [0,t], and set ∫[0,0]⋅ds=0. Throughout, a real-valued function on a subinterval I of the real numbers R is called continuous on I when it is continuous relative to I, both I and the codomain R carrying the metric of the real line.
The pre-stopping-time indicator of τ is the family I=(It)t∈[0,T] of real-valued functions on Ω defined by It(ω)=1 if t<τ(ω) and It(ω)=0 otherwise.
Then the following hold.
1. (Progressive measurability.) The family I is progressively measurable. In particular, {ω∈Ω:t<τ(ω)}∈Ft for every t∈[0,T] (also immediate from the definition of a stopping time by complementation), and for every ω∈Ω the path s↦Is(ω), equal to 1 on [0,τ(ω)) and to 0 on [τ(ω),T], is measurable on [0,T].
2. (Stopped time integrals.) Let X=(Xt)t∈[0,T] be a family of real-valued functions on Ω, and let ω∈Ω and the real number K≥0 be such that the path s↦Xs(ω) is measurable on [0,T] and satisfies ∣Xs(ω)∣≤K for every s∈[0,T]. Then for every t∈[0,T] the two Lebesgue integrals below exist and
∫[0,min(t,τ(ω))]Xs(ω)ds=∫[0,t]Is(ω)Xs(ω)ds.
3. (The stopped integral family.) Let X=(Xt)t∈[0,T] be progressively measurable and suppose there is a real number K≥0 with ∣Xs(ω)∣≤K for every s∈[0,T] and every ω∈Ω. Then the family J=(Jt)t∈[0,T] defined by
Jt(ω)=∫[0,t]Is(ω)Xs(ω)ds(t∈[0,T], ω∈Ω)
is progressively measurable, satisfies Jt(ω)=∫[0,min(t,τ(ω))]Xs(ω)ds for every t∈[0,T] and ω∈Ω as well as ∣Jt(ω)−Jr(ω)∣≤K(t−r) for all 0≤r≤t≤T and every ω∈Ω, and every path of J is continuous on [0,T].