2166 CHAPTER 63. THE QUADRATIC VARIATION OF A MARTINGALE

Thus on (tnj−1, t

nj ] ξ

n (t) is a bounded martingale. Assuming we are dealing with a rightcontinuous version of this martingale so there are no measurability questions, it followssince A is natural,

E

(∫(tn

j−1,tnj ]

ξn (s)dA(s)

)= E

(∫(tn

j−1,tnj ]

ξn− (s)dA(s)

)

where hereξ

n− (s,ω)≡ lim

r→s−,r∈Dξ

n (s,ω) a.e.

for D≡ ∪∞n=1∪

mnk=1

{tnk

}mnk=0 . Thus, adding these up for all the intervals, (tn

j−1, tnj ] yields

E(∫

(0,a]ξ

n (s)dA(s))= E

(∫(0,a]

ξn− (s)dA(s)

)I want to show that for a.e. ω, ξ

nk (t,ω) converges uniformly to

min(λ ,A(t,ω))≡ λ ∧A(t,ω)

on (0,a]. From this it will follow

E(∫

(0,a]λ ∧A(s,ω)dA(s)

)= E

(∫(0,a]

λ ∧A− (s,ω)dA(s))

Now since s→ A(s,ω) is increasing, there is no problem in writing A− (s,ω) and the aboveequation will suffice to show with simple considerations that for a.e. ω,s→ A(s,ω) is leftcontinuous. Since {A(s)} is a submartingale already, it has a right continuous versionwhich we are using in the above. Thus for a.e. ω it must be the case that s→ A(s,ω) iscontinuous. Let t ∈ (tn

j−1, tnj ]. Then since λ ∧A(t) is Ft measurable,

ξn (t)−λ ∧A(t)≡ E

(λ ∧A

(tn

j)−λ ∧A(t) |Ft

)≥ 0

because A(t) is increasing.Now define a stopping time, T n (ε) for ε > 0 by letting T n (ε) be the infimum of all

t ∈ [0,a] with the property that

ξn (t)−λ ∧A(t)> ε

or if this does not happen, then T n (ε) = a. Thus

T n (ε)(ω) = a∧ inf{t ∈ [0,a] : ξn (t,ω)−λ ∧A(t,ω)> ε}

I need to verify T n (ε) really is a stopping time. Letting s < a, it follows that if ω ∈[T n (ε)≤ s] , then for each N, there exists t ∈ [s,s+ 1

N ) such that ξn (t,ω)−λ ∧A(t,ω)> ε.

Then by right continuity it follows there exists r ∈ D∩ [s,s+ 1N ) such that

ξn (r,ω)−λ ∧A(r,ω)> ε

2166 CHAPTER 63. THE QUADRATIC VARIATION OF A MARTINGALEThus on (¢/'_;,t7] €"(t) is a bounded martingale. Assuming we are dealing with a rightcontinuous version of this martingale so there are no measurability questions, it followssince A is natural,E ( han §"(s)dA ) =E ( I, " E" (s)dA )jijwhere hereE" (s,@)= lim &"(s,@) ae.r>s—,reEDfor D=U"_, Ut, {tt io . Thus, adding these up for all the intervals, (¢7_; ,7] yieldse(/s"aais)) =E( fe" o)aa,s))I want to show that for a.e. @, &”* (t, @) converges uniformly tomin(A,A (t,@)) =A AA(t,@)on (0,a]. From this it will followE ( a A AA(s,@)dA )) <E ( ANA_(s,0)dA ())(0,q]Now since s — A (s, @) is increasing, there is no problem in writing A_ (s, @) and the aboveequation will suffice to show with simple considerations that for a.e. @,s > A(s,@) is leftcontinuous. Since {A(s)} is a submartingale already, it has a right continuous versionwhich we are using in the above. Thus for a.e. @ it must be the case that s > A(s,q@) iscontinuous. Let? € (¢_,,1'']. Then since A (A (¢) is 7; measurable,E"(t) -ANA() SE (AAA (1) -AAA(D)|F) =Obecause A (f) is increasing.Now define a stopping time, T” (€) for € > 0 by letting T” (€) be the infimum of allt € [0,a] with the property thatE"(t)-AAA(t) >€or if this does not happen, then 7” (€) = a. ThusT" (€)(@) =a inf {t € [0,a}: 6" (t,@) —A AA(t,@) > €}I need to verify T”(€) really is a stopping time. Letting s < a, it follows that if @ €[T” (€) <s], then for each N, there exists ¢ € [s,s+ 7) such that 6" (t,@)—A AA (t,@) > €.Then by right continuity it follows there exists r€ DN [s,s + i) such thatE"(r,@)-AAA(r,@) > €