68.4. THE SKOROKHOD INTEGRAL 2349

How does the Skorokhod integral relate to the Ito integral? What about elementaryfunctions and so forth? Let 0 = t0 < t1 < · · ·< tn = T. Consider

n−1

∑k=0

FkX(tk,tk+1)

As shown above, this is one of the things in D(δ ) .

δ

(X(0,t)

n−1

∑k=0

FkX(tk,tk+1)

)= δ

(n−1

∑k=0

FkX[tk∧t,t∧tk+1]

)

=n−1

∑k=0

FkW(X[tk∧t,t∧tk+1]

)−⟨

DFk,X[tk∧t,t∧tk+1]

⟩=

n−1

∑k=0

Fk

(W(X(0,t∧tk+1)

)−W

(X(0,t∧tk)

))−⟨

DFk,X[tk∧t,t∧tk+1]

⟩In terms of the Wiener process, this is of the form

=n−1

∑k=0

Fk (W (t ∧ tk+1)−W (t ∧ tk))−⟨

DFk,X[0,t∧tk+1]−X[0,t∧tk]

⟩H

What ifFk = Fk

(W(X[0,tk]h1

), · · ·W

(X[0,tk]hn

))?

Let Ft ≡ σ(W(X[0,t]h

): h ∈ H

). Then this is clearly a filtration. If Fk is as just described,

then Fk is Ftk adapted.⟨DFk,X[0,t∧tk+1]−X[0,t∧tk]

⟩=∫

0∑s

Ds (Fk)X(0,tk)hsX(t∧tk,t∧tk+1) = 0

because the intervals are disjoint. In this case, the troublesome term at the end vanishesand you are left with

n−1

∑k=0

Fk (W (t ∧ tk+1)−W (t ∧ tk)) (68.4.25)

which is similar to the usual definition for the Ito integral.What if F ∈ L2 (Ω× [0,T ]) and is progressively measurable. Does it have a Skorokhod

integral, and if so, is it the same as the Ito integral? Recall the following useful lemma. Itis Lemma 65.3.1 on Page 2233.

Lemma 68.4.7 Let Φ : [0,T ]×Ω→ E, be B ([0,T ])×F measurable and suppose

Φ ∈ K ≡ Lp ([0,T ]×Ω;E) , p≥ 1

Then there exists a sequence of nested partitions, Pk ⊆Pk+1,

Pk ≡{

tk0 , · · · , tk

mk

}

68.4. THE SKOROKHOD INTEGRAL 2349How does the Skorokhod integral relate to the Ito integral? What about elementaryfunctions and so forth? Let 0 = to < t) <--- <t, = T. Considern—1» FX tte)k=0As shown above, this is one of the things in D(6).n—1 n—16 [Ye » Finn) =6 (z AFenrik=0 k=0n—1= » FW (Zire) ~ (Dik, Kynar)k=0= Yr (w (Zou) —W (Zourn))) ~~ (Di, Hrs)In terms of the Wiener process, this is of the formn—-1= XY Fx (W (¢ Ate+1) —W (t A tk)) — (Di, Ltr] _ Zosrnl) yk=0What ifI = I (W (Zion)/1) a W (Zionjln))?Let ¥, = 0 (W (2ioyjh) :h € H). Then this is clearly a filtration. If F; is as just described,then Fy is ¥;, adapted.(Di, Liotrtert] ~~ Xorrs)) = [ yD, (Fx) 20.4) Ms X tAtettest) =0because the intervals are disjoint. In this case, the troublesome term at the end vanishesand you are left withn—|YF (W (tA tee1) — W(t Ate) (68.4.25)k=0which is similar to the usual definition for the Ito integral.What if F € L? (Q x [0,7]) and is progressively measurable. Does it have a Skorokhodintegral, and if so, is it the same as the Ito integral? Recall the following useful lemma. Itis Lemma 65.3.1 on Page 2233.Lemma 68.4.7 Let ®: [0,7] x Q— E, be B([0,T]) x F measurable and suppose®EK=L? ((0,T|] x Q3£), p> 1Then there exists a sequence of nested partitions, Py C Prey,— J +k kP= {thy sth}