2058 CHAPTER 62. STOCHASTIC PROCESSES

Then by the Borel Cantelli lemma, there is a set of measure zero N such that for ω /∈ N,

∥X (sn)−X (t)∥α ≤ 2−n

for all n large enough. Then

∥Y (t)−X (t)∥ ≤ ∥Y (t)−Y (sn)∥+∥X (sn)−X (t)∥

which shows that, by continuity of Y, for ω not in an exceptional set of measure zero,∥Y (t)−X (t)∥= 0.

It remains to verify the assertion about Holder continuity of Y . Let 0≤ s < t ≤ T. Thenfor some n,

2−(n+1)T ≤ t− s≤ 2−nT (62.2.14)

Thus∥Y (t)−Y (s)∥ ≤ ∥Y (t)−Xn (t)∥+∥Xn (t)−Xn (s)∥+∥Xn (s)−Y (s)∥

≤ 2 supτ∈[0,T ]

∥Y (τ)−Xn (τ)∥+∥Xn (t)−Xn (s)∥ (62.2.15)

Now∥Xn (t)−Xn (s)∥

t− s≤ ∥Xn (t)−Xn (s)∥

2−(n+1)TFrom 62.2.14 a picture like the following must hold.

s t tn+1k+1tn+1

ktn+1k−1

Therefore, from the above,

∥Xn (t)−Xn (s)∥t− s

≤∥∥X(tn+1k−1

)−X

(tn+1k

)∥∥+∥∥X(tn+1k+1

)−X

(tn+1k

)∥∥2−(n+1)T

≤ C2nMn+1

It follows from 62.2.15,

∥Y (t)−Y (s)∥ ≤ 2∥Y −Xn∥∞+C2nMn+1 (t− s)

Next, letting γ < β/α, and using 62.2.14,

∥Y (t)−Y (s)∥(t− s)γ ≤ 2

(T−12n+1)γ ∥Y −Xn∥∞

+C2n (2−n)1−γ Mn+1

= C2nγ (∥Y −Xn∥∞+Mn+1)

The above holds for any s, t satisfying 62.2.14. Then

sup{∥Y (t)−Y (s)∥

(t− s)γ ,0≤ s < t ≤ T, |t− s| ∈[2−(n+1)T,2−nT

]}

2058 CHAPTER 62. STOCHASTIC PROCESSESThen by the Borel Cantelli lemma, there is a set of measure zero N such that for o ¢ N,|X (sn) —X (I/F <2"for all n large enough. ThenII¥ (1) —X (t)|| < ¥ ©) —¥ (sn) | +X on) —X OIwhich shows that, by continuity of Y, for @ not in an exceptional set of measure zero,IY (t) -—X (|| =0.It remains to verify the assertion about Holder continuity of Y. LetO<s<t< 7. Thenfor some n,2D T <¢—s<2°T (62.2.14)ThusIY (¢) —¥ (s)|] < []¥ ©) —Xn (0) + [Xn (t) — Xn (5) |] + |] Xn (5) — ¥ (s)||<2 sup ||¥ (t)—Xn(t)|| + |X, (1) — Xn (s)]| (62.2.15)tE [0,7]Now\|Xn (t) — Xn (8) < \|[Xn (t) — Xn (8)t—s ~ Q-(et)TFrom 62.2.14 a picture like the following must hold.| | | | |T T T T Tn+l n+1 n+1he; 8 it feyTherefore, from the above,Xn (t)—Xn (s)he (XEN) =X CTL I =X |t—s — 2-@+)TC2"My+1IAIt follows from 62.2.15,ITY (t) —¥ (9) || $2 |]¥ —Xnl)co + C2"Mn41 (t— 8)Next, letting y < B/a, and using 62.2.14,IY) —¥ (s) |(r—s)"IA2(T12"**)" Wy — xX, I, FE2" (27) Mn= C€2"7(|¥ —Xnllo + Mn+1)The above holds for any s,t satisfying 62.2.14. ThenY(t)-Ysup {lo <s<t<T,|t—s|€ Ppenr.s-e7| |