868 CHAPTER 32. QUADRATIC VARIATION

=q

∑k≥p

E((

M (τnk) ,(M(t ∧ τ

nk+1)−M (t ∧ τ

nk)))2)+ mixed terms (32.7)

Consider one of these mixed terms for j < k.

E

M

nj),

∆ j︷ ︸︸ ︷

M(t ∧ τ

nj+1)−M

(t ∧ τ

nj) ·

M (τnk) ,

∆k︷ ︸︸ ︷

M(t ∧ τ

nk+1)−M (t ∧ τ

nk)



Then it equals

E(E((

M(τ

nj),∆ j)(

M(τ

nj),∆k)|Fτk

))= E

((M(τ

nj),∆ j)

E((

M(τ

nj),∆k)|Fτk

))= E

((M(τ

nj),∆ j)(

M(τ

nj),E(∆k|Fτk

)))= 0

since E(∆k|Fτk

)= E

(M(t ∧ τn

k+1

)−M

(t ∧ τn

k

)|Fτk

)= 0. Now since the mixed terms

equal 0, it follows from 32.7, that expression is dominated by

C2q

∑k≥p

E(∥∥M

(t ∧ τ

nk+1)−M (t ∧ τ

nk)∥∥2)

(32.8)

A mixed term in the above is of the form: For j < k,

E (∆k,∆ j) = E(

E((∆k,∆ j) |Fτn

k

))= E

((∆ j,E

(∆k|Fτn

k

)))= 0

Thus 32.8 equals

C2q

∑k=p

E(∥∥M

(t ∧ τ

nk+1)∥∥2)−E

(∥M (t ∧ τ

nk)∥

2)

= C2E(∥∥M

(t ∧ τ

nq+1)∥∥2−

∥∥M(t ∧ τ

np)∥∥2)

The integrand converges to 0 as p,q→ ∞ and the uniform bound on M allows a use of thedominated convergence theorem. Thus the partial sums of the series of 32.6 converge inL2 (Ω) as claimed.

By adding in the values of{

τn+1k

}Pn (t) can be written in the form

2 ∑k≥0

(M(τ

n+1′k

),(M(t ∧ τ

n+1k+1

)−M

(t ∧ τ

n+1k

)))where τ

n+1′k has some repeats. From the construction,∥∥M

n+1′k

)−M

n+1k

)∥∥≤ 2−(n+1)

Thus

Pn (t)−Pn+1 (t) = 2 ∑k≥0

(M(τ

n+1′k

)−M

n+1k

),(M(t ∧ τ

n+1k+1

)−M

(t ∧ τ

n+1k

)))

868 CHAPTER 32. QUADRATIC VARIATION= y E ((M (zh) (M (tA th) —M(tAz})))") + mixed terms (32.7)ipConsider one of these mixed terms for j < k.AjE| | M(ti),| M(tAtt,,) —M (tat)AgM (tk), | M(tA thy) —M (tA t)Then it equals= E((M(t}) Aj) E((M (t}) At) | Fn)= E((M(7;) Aj) (M (tj) £ (Acl Fe,))) =0since E (Ax|-Fx,) =E (M (tA That) —M (tA Ty) |_Fx,) = 0. Now since the mixed termsequal 0, it follows from 32.7, that expression is dominated byqCLE (IM (Ath) —M (eA tp)||’) (32.8)k>pA mixed term in the above is of the form: For j < k,E (Ay, Aj) =E (E (4x4, \Fx)) =E (4.8 (4: ¥:))) =0Thus 32.8 equalsqCLE (lm enti) )-£ (Imari?)_ C2e (ju (eel (e029) P)The integrand converges to 0 as p,q — and the uniform bound on M allows a use of thedominated convergence theorem. Thus the partial sums of the series of 32.6 converge inL? (Q) as claimed.By adding in the values of eo } P, (t) can be written in the form2M (rE) (MPA rE) —M (tA rE")k>0where oth has some repeats. From the construction,|| (t mel) _ —M ( tt')|| <2- (n+1)ThusP(t) — Pra (0) =2 0 (M (ee) —M (te) (M (eA teh) —M (Ate)k>0