2326 CHAPTER 68. A DIFFERENT KIND OF STOCHASTIC INTEGRATION

Here Bt is just one dimensional Wiener process. You would want it to equal

2∫ 1

0

∫ t

0dBsdBt = 2

∫ 1

0BtdBt

So what should this equal? Let F (x) = x2 so F ′ (x) = 2x,F ′′ (x) = 2. Consider F (Bt) .Then using the formalism for the Ito formula,

dF (Bt) = d(B2

t)= 2BtdBt +

12(2)(dBt)

2

= 2BtdBt +dt

Therefore,

B2t = 2

∫ t

0BsdBs + t

and letting t = 1,12

B21−

12=∫ 1

0BsdBs =

∫ 1

0

∫ s

0dBrdBs

and so we would want to have

B21−1 = 2

∫ 1

0

∫ s

0dBrdBs

and we want this to equal∫ 1

0∫ 1

0 dBsdBt so we need to be defining this in a way such that thiswill result. Of course, this is just the simplest example of an iterated integral with respectto these one dimensional Wiener processes.

Now partition [0,1) as 0= t0 < t1 < · · · , tn = 1. Then sum over all [ti−1, ti)× [t j−1, t j) butleave out those which are on the “diagonal”. These would be of the form [ti−1, ti)× [ti−1, ti).

Here you would have in the sum products of the form(Bti −Bti−1

)(Bt j −Bt j−1

). Thus you

would have

∑i, j

(Bti −Bti−1

)(Bt j −Bt j−1

)−

n

∑i=1

(Bti −Bti−1

)2

=

(∑

iBti −Bti−1

)2

−n

∑i=1

(Bti −Bti−1

)2

= (B1−B0)2−

n

∑i=1

(Bti −Bti−1

)2

Then of course you take a limit as the norm of the partition goes to 0. This yields in thelimit

B21−1

which is the thing which is wanted. Thus the idea is to consider only functions which areequal to 0 on the “diagonal” and define an integral for these. Then hopefully these will bedense in L2 ([0,T ]n) and the multiple integral can then be defined as some sort of limit.

2326 CHAPTER 68. A DIFFERENT KIND OF STOCHASTIC INTEGRATIONHere B; is just one dimensional Wiener process. You would want it to equal1 et 12/ | dB,dB; = 2/ B,dB;0 JO 0So what should this equal? Let F (x) =x? so F’ (x) = 2x,F” (x) = 2. Consider F (B;).Then using the formalism for the Ito formula,1dF (B,) = d(B?) =2B,dB,+ 5 (2) (dB,)Therefore,tBe =2 | B,dB, +t01 1 | “lors~Bi-~= | B,dB, = i | dB,dB,2 2 0 0 JOand so we would want to have1 psBi-1= 2/ [ dB,dBy0 Joand we want this to equal fo fo dB,dB, so we need to be defining this in a way such that thiswill result. Of course, this is just the simplest example of an iterated integral with respectto these one dimensional Wiener processes.Now partition [0, 1) as 0 =t9 <t <--+ ,f,=1. Then sum over all [f;_1,t;) x [t;-1,t;) butleave out those which are on the “diagonal”. These would be of the form [t;_1,t;) x [4-1,t;).and letting t = 1,Here you would have in the sum products of the form (B,, — B;_, ) (B;, = B+) . Thus youwould havenY (B, — By) (B;, ~ By) ~~ XY (By —B,,)”i,j i=l— (Ea, ms) 7 y (B; ~ By)"i=l= (Bi — Bo) ~~ (B;, — Bi, )’Ms:i=1Then of course you take a limit as the norm of the partition goes to 0. This yields in thelimit2which is the thing which is wanted. Thus the idea is to consider only functions which areequal to O on the “diagonal” and define an integral for these. Then hopefully these will bedense in L ([0,7]") and the multiple integral can then be defined as some sort of limit.