2236 CHAPTER 65. STOCHASTIC INTEGRATION

Thus Pnk consists of points of [0,T ] which are of this form and these partitions are nested.

Define Φlk (0) ≡ 0, Φl

k (t) ≡ Φ

((γnk

(t− s)+ s)+)

. Now suppose N1 is a set of measure

zero. Can s be chosen such that all jumps for all partitions occur off N1? Let (a,b) bean interval contained in [0,T ]. Let S j be the points of (a,b) which are translations of themeasure zero set N1 by t l

j for some j. Thus S j has measure 0. Now pick s ∈ (a,b)\∪ jS j.It will be assumed that all these mesh points miss the set of all t such that ω→Φ(t,ω)

is not in Lp (Ω;E). To get the other sequence of step functions, the right step functions, justuse a similar argument with δ n in place of γn. Just apply the argument to a subsequence ofnk so that the same s can hold for both.

The following proposition says that elementary functions can be used to approximateprogressively measurable functions under certain conditions.

Proposition 65.3.2 Let Φ ∈ Lp ([0,T ]×Ω,E) , p≥ 1, be progressively measurable. Thenthere exists a sequence of elementary functions which converges to Φ in

Lp ([0,T ]×Ω,E) .

These elementary functions have values in E0, a dense subset of E. If εn→ 0, and

Φn (t) =mn

∑k=1

ΨnkX(tk,tk+1] (t)

Ψnk having values in E0, it can be assumed that

mn

∑k=1||Ψn

k−Φ(tk)||Lp(Ω;E) < εn. (65.3.4)

Proof: By Lemma 65.3.1 there exists a sequence of step functions

Φlk (t) =

mk

∑j=1

Φ

(tk

j−1

)X(tk

j−1,tkj ](t)

which converges to Φ in Lp ([0,T ]×Ω,E) where at the left endpoint Φ(0) can be modifiedas described above. Now each Φ

(tk

j−1

)is in Lp (Ω,E) and is F

(tk

j−1

)measurable and so

it can be approximated as closely as desired in Lp (Ω) with a simple function

s(

tkj−1

)≡

mk

∑i=1

c ji XFi (ω) , Fi ∈F

(tk

j−1

).

Furthermore, by density of E0 in E, it can be assumed each c ji ∈ E0 and the condition 65.3.4

holds. Replacing each Φ

(tk

j−1

)with s

(tk

j−1

), the result is an elementary function which

approximates Φlk.

Of course everything in the above holds with obvious modifications replacing [0,T ]with [a,T ] where a < T .

Here is another interesting proposition about the time integral being adapted.

2236 CHAPTER 65. STOCHASTIC INTEGRATIONThus Y,,, consists of points of [0,7] which are of this form and these partitions are nested.+Define / (0) = 0, &}, (t) =® ((% (t—s) +s) ) . Now suppose N is a set of measurezero. Can s be chosen such that all jumps for all partitions occur off N,? Let (a,b) bean interval contained in [0,7]. Let S; be the points of (a,b) which are translations of themeasure zero set Nj by t; for some j. Thus S; has measure 0. Now pick s € (a,b) \ UjS;-It will be assumed that all these mesh points miss the set of all t such that @ > ®(t, @)is not in L? (Q;£). To get the other sequence of step functions, the right step functions, justuse a similar argument with 6, in place of y,,. Just apply the argument to a subsequence ofnx So that the same s can hold for both. JjThe following proposition says that elementary functions can be used to approximateprogressively measurable functions under certain conditions.Proposition 65.3.2 Let ® € L? ({0,T] x Q,E), p> 1, be progressively measurable. Thenthere exists a sequence of elementary functions which converges to ® inL? (0,T] x QE).These elementary functions have values in Ey, a dense subset of E. If €n — 0, and-¥ YZ (te, tei] (tWi having values in Eg, it can be assumed thaty Pi — ® (te) [I o(azzy < En- (65.3.4)Proof: By Lemma 65.3.1 there exists a sequence of step functionstl N= Lo ($) % tk ak] (t)(tj 1]which converges to ® in L? ({0,7] x Q, E) where at the left endpoint ® (0) can be modifiedas described above. Now each ® (et :) is in L? (Q,E) and is F Ga 1) measurable and soit can be approximated as closely as desired in L? (Q) with a simple functions(41) = Yd % (0). Fie F (1).Furthermore, by density of Eo in E, it can be assumed each cl! € Eo and the condition 65.3.4holds. Replacing each ® (_,) with s (_,) , the result is an elementary function whichapproximates ®/.Of course everything in the above holds with obvious modifications replacing [0,7]with [a,T] where a < T.Here is another interesting proposition about the time integral being adapted.