2348 CHAPTER 68. A DIFFERENT KIND OF STOCHASTIC INTEGRATION

constant term is 0 and consider

E⟨DF, f X[0,t]

⟩≡ E

⟨∑k

Dk (F)hk, f X[0,t]

Since hk ∈ H = L2 (0,∞;U) , so is hkX[0,t]. Thus the above reduces to

= ∑k

E⟨Dk (F)hk, f X[0,t]

⟩= ∑

kE(∫

0Dk (F (W (h1) , · · ·W (hn)))hkX[0,t] f dt

)Since F is just a polynomial and W is linear and X q

[0,t] = X[0,t], this equals

∑k

E(∫

0Dk(F(W(X[0,t]h1

), · · ·W

(X[0,t]hn

)))hkX[0,t] f dt

)Let Ft = F

(W(X[0,t]h1

), · · ·W

(X[0,t]hn

))and so the above is nothing more than

E⟨DF, f X[0,t]

⟩= E ⟨DFt , f ⟩

and since f ∈ D(δ ) ,∣∣E ⟨DF, f X[0,t]⟩∣∣= |E ⟨DFt , f ⟩| ≤C ( f )∥Ft∥L2(Ω)

Also

∥Ft∥2L2(Ω) =

∫Ω

F(W(X[0,t]h1

), · · ·W

(X[0,t]hn

))2 dP

=∫

X[0,t]F (W (h1) , · · ·W (hn))2 dP

≤∫

F (W (h1) , · · ·W (hn))2 dP

Thus for such F which have zero constant term,∣∣E ⟨DF, f X[0,t]⟩∣∣≤C∥F∥L2(Ω)

Now what if F is a constant a? In this case, DF = Da = 0∣∣E ⟨Da, f X[0,t]⟩∣∣= 0≤ ∥a∥L2(Ω)

It follows that X[0,t] f ∈ D(δ ) whenever f is.Note how it was essential in this argument to have F be a polynomial or perhaps more

generally an analytic function. However, in the definition of the Skorokhod integral, onemust test with functions F which are smooth and have polynomial growth. In particular,this would include functions which are infinitely differentiable with compact support, noneof which have valid power series.

2348 CHAPTER 68. A DIFFERENT KIND OF STOCHASTIC INTEGRATIONconstant term is 0 and considerE (DF, f 2ioq) =E (0. (F) hfsSince hy € H = L* (0,00;U), so is hy 2194. Thus the above reduces to= LE (DF) F Fon) =LE (DLW Uh) W Ue) Pin fa)Since F is just a polynomial and W is linear and Roun = 29 ,), this equalsLe ([ > (F (W (Ziojh) »--W (Ziojhn))) hn %os,fat)Let F, = F (W (2joyh1) ,---W (2jon/n)) and so the above is nothing more thanE(DF, f Zioq) = E (DF, f)and since f € D(d),|E (DF, f 2o4))| = |E (DF. S)| < CP) IF lla)AlsoIF lize) pew (Zion hi) ---W (Zoshn)) aP=f ZiouF (W (hn), W (hg) dP< [FW (my) .---W (tm) aPThus for such F which have zero constant term,|E (DF, f 2o4)| < CIF |I12(a)Now what if F is a constant a? In this case, DF = Da =0|E (Da, f 2jo,))| = 9 < |lallz2(@)It follows that 2jo,f € D(6) whenever f is.Note how it was essential in this argument to have F be a polynomial or perhaps moregenerally an analytic function. However, in the definition of the Skorokhod integral, onemust test with functions F which are smooth and have polynomial growth. In particular,this would include functions which are infinitely differentiable with compact support, noneof which have valid power series.