2336 CHAPTER 68. A DIFFERENT KIND OF STOCHASTIC INTEGRATION

Hence the expectation of the product it is of the form E(W(Aik

))(Other terms) = 0. Thus

if n ̸= m, the result is 0 as claimed.An integral has now been defined on the functions of the form

f (t1, · · · , tn)≡∑i

ciXAi1×···×Ain(t1, · · · , tn)

where f = 0 if any ti = t j for i ̸= j. This integral defined on these elementary functions isinteresting because for such functions f ,g

E (In ( f ) Im (g)) ={

0 if n ̸= mn!(

f̃ , g̃)

L2(T n)if n = m

where f̃ is the symmetrization of f . It is desired to extend this integral to L2 (T n). Simplefunctions are always dense in L2 (T ) . Also, there is an easy lemma which can be concludedfor L2 (T n).

Lemma 68.3.10 Let B0 (T ) be the Borel sets having finite measure. Linear combinationsof functions of the form

XA1×···×An

where Ai ∈ B0 (T ) are dense in L2 (T,Bn) where of course Bn refers to the product σ

algebra.

Proof: If you have U = A1× ·· · ×An in T n one can approximate XU∩Rp for Rp ≡(−p, p)n in L2 with linear combinations of sets of the desired form. In fact, you just con-sider XA1∩(−p,p)×···×An(−p,p) and you get equality. Now let K denote the π system of setsof this sort. Let G denote those Borel sets G such that there exists a sequence of linear com-binations of sets of the form XA,A =A1×·· ·×An which converges to XG∩Rp in L2 (T n).Thus G ⊇K .

Let {Gk} be a disjoint sequence of sets of G . Is G≡ ∪kGk ∈ G ? By monotone conver-gence theorem, ∥∥∥∥∥XG∩Rp −

m

∑k=1

XGk∩Rp

∥∥∥∥∥L2(T n)

< ε

provided m is large enough. Now by definition of G there exists Lk a linear combination ofthese special sets such that ∥∥XGk∩Rp −Lk

∥∥L2(T n)

mIt follows that ∥∥∥∥∥XG∩Rp −

m

∑k=1

Lk

∥∥∥∥∥L2

∥∥∥∥∥XG∩Rp −m

∑k=1

XGk∩Rp

∥∥∥∥∥L2

+

∥∥∥∥∥ m

∑k=1

XGk∩Rp −m

∑k=1

Lk

∥∥∥∥∥ < ε + ε

2336 CHAPTER 68. A DIFFERENT KIND OF STOCHASTIC INTEGRATIONHence the expectation of the product it is of the form E (W (Aj, )) (Other terms) = 0. Thusif n ~ m, the result is 0 as claimed. §§An integral has now been defined on the functions of the formf(ti,: . - stn) = Lan, XX Ain (t1,--* stn)where f = 0 if any ¢; = t; for i ¢ j. This integral defined on these elementary functions isinteresting because for such functions f, gE (In(f) Im (8)) = { moe rn) ifn=mwhere f is the symmetrization of f. It is desired to extend this integral to L? (T”). Simplefunctions are always dense in L” (T) . Also, there is an easy lemma which can be concludedfor L? (T").Lemma 68.3.10 Let Bp (T) be the Borel sets having finite measure. Linear combinationsof functions of the formXA, XX Anwhere Aj € Bo(T) are dense in L? (T,¥B") where of course B" refers to the product oalgebra.Proof: If you have U = A; x --- x A, in T" one can approximate 2ynr, for Rp =(—p,p)” in L? with linear combinations of sets of the desired form. In fact, you just con-sider 24 ,9(—p,p)x--xAn(—p,p) and you get equality. Now let .% denote the system of setsof this sort. Let Y denote those Borel sets G such that there exists a sequence of linear com-binations of sets of the form 2,4,A =A, x --- x A, which converges to 2Gnr, in LV’ (T").Thus ¥ D .%.Let {G,} be a disjoint sequence of sets of Y. Is G = UgG, € Y? By monotone conver-gence theorem,<_€EmXone, — Y, Zor,k=1 L2(T")provided m is large enough. Now by definition of Y there exists L; a linear combination ofthese special sets such thatE| LER —La| crm) < mIt follows thatIAm_ ykk=lm| yn, —Y 2enr,k=V2 V2AE+Em m+ y? 2GARp _ y? Lxk=1 k=1