3.1 Upper bounds
Let Y
λ
be the process associated with the following Dirichlet form: E
Y
λ
f , f = 1
2 Z
R
d
d
X
i, j=1
a
i j
x ∂ f x
∂ x
i
∂ f x ∂ x
j
d x +
Z Z
|x− y|≤λ
f y − f x
2
J x, yd x d y, 3.3
so that Y
λ
has jumps of size less than λ only. Let N λ be the exceptional set corresponding to
the Dirichlet form defined by 3.3. Let P
Y
λ
t
be the semigroup associated with E
Y
λ
. We will use the arguments in [FOT94] and [CKS87] as indicated in the proof of Lemma 2.3 to obtain the existence
of the heat kernel p
Y
λ
t, x, y as well as some upper bounds. For any v, ψ ∈ F , we can define Γ
λ
[v]x = 1
2 ∇v · a∇v +
Z
|x− y|≤λ
vx − v y
2
J x, yd y, D
λ
ψ
2
= ke
−2ψ
Γ
λ
[e
ψ
]k
∞
∨ ke
2 ψ
Γ
λ
[e
−ψ
]k
∞
, and provided that D
λ
ψ ∞, we set E
λ
t, x, y = sup{|ψ y − ψx| − t D
λ
ψ
2
; D
λ
ψ ∞}.
Proposition 3.4. There exists a constant c
1
such that the following holds. p
Y
λ
t, x, y ≤ c
1
t
−d2
exp[ −E
λ
2t, x, y], ∀ x, y ∈ R
d
\N λ, and t
∈ 0, ∞, where p
Y
λ
t, x, y is the transition density function for the process Y
λ
associated with the Dirichlet form
E
Y
λ
.
Proof. Similarly to Proposition 3.1, we write
E
Y
λ
f , f = E
Y
λ
c
f , f + E
Y
λ
d
f , f , Since J x, y
≥ 0 for all x, y ∈ R
d
, we have E
Y
λ
f , f ≥ E
Y
λ
c
f , f . 3.4
We have the following Nash inequality; see Section VII.2 of [Bas97]: k f k
21+
2 d
2
≤ c
2
E
Y
λ
c
f , f k f k
4 d
1
. This, together with 3.4 yields
k f k
21+
2 d
2
≤ c
2
E
Y
λ
f , f k f k
4 d
1
. Now applying Theorem 3.25 from [CKS87], we get the required result.
322
We now estimate E
λ
t, x, y to obtain our first main result.
Proof of Theorem 2.4. Let us write Γ
λ
as Γ
λ
[v] = Γ
c λ
[v] + Γ
d λ
[v], where
Γ
c λ
[v] = 1
2 ∇v · a∇v,
and Γ
d λ
[v] = Z
|x− y|≤λ
vx − v y
2
J x, yd y. Fix x
, y ∈
R
d
\N λ
×
R
d
\N λ
. Let µ 0 be constant to be chosen later. Choose
ψx ∈ F such that |ψx − ψ y| ≤ µ|x − y| for all x, y ∈ R
d
. We therefore have the following: ¯
¯ ¯e
−2ψx
Γ
d λ
[e
ψ
]x ¯
¯ ¯
= e
−2ψx
Z
|x− y|≤λ
e
ψx
− e
ψ y 2
J x, yd y =
Z
|x− y|≤λ
e
ψ y−ψx
− 1
2
J x, yd y ≤ c
1
Z
|x− y|≤λ
|ψx − ψ y|
2
e
2 |ψx−ψ y|
J x, yd y ≤ c
1
µ
2
e
2 µλ
Z
|x− y|≤λ
|x − y|
2
J x, yd y =
c
1
µ
2
K λe
2 µλ
, where K
λ = sup
x ∈R
d
Z
|x− y|≤λ
|x − y|
2
J x, yd y. Some calculus together with the ellipticity condition yields:
¯ ¯
¯e
−2ψx
Γ
c λ
[e
ψ
]x ¯
¯ ¯
= 1
2 ¯
¯ ¯e
−2ψx
∇e
ψx
· a∇e
ψx
¯ ¯
¯ =
1 2
¯ ¯
∇ψx · a∇ψx ¯
¯ ≤
1 2
Λk∇ψk
2 ∞
≤ 2µ
2
Λ. Combining the above we obtain
¯ ¯
¯e
−2ψx
Γ
λ
[e
ψ
]x ¯
¯ ¯ ≤ c
1
µ
2
K λe
2 µλ
+ 2µ
2
Λ. Since we have similar bounds for
¯ ¯
e
2 ψx
Γ
λ
[e
−ψ
]x ¯
¯ , we have
− E
λ
2t; x, y ≤ 2t D
λ
ψ
2
− |ψ y − ψx| ≤ 2tµ
2
c
1
K λe
2 µλ
+ 2Λ
− ¯
¯ ¯
¯ µx − y · x
− y |x
− y |
¯ ¯
¯ ¯
. 3.5
323
Taking x = x , y = y
and µ = λ = 1 in the above and using Proposition 3.4 together with the fact
that t ≤ 1, we obtain
p
Y
t, x , y
≤ c
2
t
−
d 2
e
−|x − y
|
, Since x
and y were taken arbitrarily, we obtain the required result.
The following is a consequence of Proposition 3.4 and an application of Meyer’s construction.
Proposition 3.5. Let r
∈ 0, 1]. Then for x ∈ R
d
\N , P
x
sup
s ≤t
r
2
|X
s
− x| r ≤ 1
2 ,
where t is a small constant.
Proof. The proof is a follow up of that of the Theorem 2.4, so we refer the reader to some of the notations there. Let
λ be a small positive constant to be chosen later. Let Y
λ
be the subprocess of X having jumps of size less or equal to
λ. Let E
Y
λ
and p
Y
λ
t, x, y be the corresponding Dirichlet form and probability density function respectively. According to Proposition 3.4, we have
p
Y
λ
t, x, y ≤ c
1
t
−d2
exp[ −E
λ
2t, x, y]. 3.6
Taking x = x and y = y
in 3.5 yields − E
λ
2t; x , y
≤ 2tµΛ + 2c
2
t µ
2
K λe
2 µλ
− µ|x − y
| 3.7
Taking λ small enough so that Kλ ≤
1 2c
2
, the above reduces to −E
λ
2t; x , y
≤ 2tµ
2
Λ + tλ
2
µλ
2
e
2 µλ
− µ|x − y
| ≤ 2tµ
2
Λ + tλ
2
e
3 µλ
− µ|x − y
|. Upon setting
µ =
1 3
λ
log
1 t
1 2
and choosing t such that t
1 2
≤ λ
2
, we obtain −E
λ
2t; x , y
≤ c
3
t
1 2
log t
2
+ t
λ
2
1 t
1 2
− |x
− y |
3 λ
log 1
t
1 2
≤ c
3
t
1 2
log t
2
+ 1 + log[t
|x − y
|6λ
]. Applying the above to 3.6 and simplifying
p
Y
λ
t, x , y
≤ c
4
e
c
3
t
1 2
log t
2
t
|x − y
|6λ
t
−d2
= c
4
e
c
3
t
1 2
log t
2
t
|x − y
|12λ−d2
t
|x − y
|12λ
= c
4
e
c
3
t
1 2
log t
2
t
|x − y
|12λ−d2
e
|x0−y0| 12
λ
log t
. For small t, the above reduces to
p
Y
λ
t, x , y
≤ c
5
t
|x − y
|12λ−d2
e
−c
6
|x − y
|12λ
3.8 324
Let us choose λ = c
7
r d with c
7
124 so that for |x − y
| r2, we have |x − y
|12λ − d2 d
2. Since t is smallless than one, we obtain
P
x
|Y
λ t
− x | r2 ≤
Z
|x − y|r2
c
5
t
|x − y|12λ−d2
e
−c
3
|x − y|12λ
d y ≤ c
5
t
d 2
Z
|x − y|r2
e
−c
3
|x − y|12λ
d y. We bound the integral on the right hand side to obtain
P
x
|Y
λ t
− x | r2 ≤ c
7
t
d 2
e
−c
8
r
. Therefore there exists t
1
0 small enough such that for 0 ≤ t ≤ t
1
, we have P
x
|Y
λ t
− x | r2 ≤
1 8
. We now apply Lemma 3.8 of [BBCK] to obtain
P
x
sup
s ≤t
1
|Y
λ s
− Y
λ
| ≥ r ≤ 1
4 ∀ s ∈ 0, t
1
]. 3.9
We can now use Meyer’s argumentRemark 3.3 to recover the process X from Y
λ
. Recall that in our case J
x, y = J x, y1
|x− y|≤λ
so that after using Assumptions 2.2a and choosing c
7
smaller if necessary, we obtain
sup
x
N x ≤ c
9
r
−2
, where c
9
depends on the K
i
s and N x =
Z
R
d
J x, z − J x, zdz.
Set t
2
= t r
2
with t small enough so that t
2
≤ t
1
. Recall that U
1
is the first time at which we introduce the big jump. We thus have
P
x
sup
s ≤t
2
|X
s
− x | ≥ r ≤ P
x
sup
s ≤t
2
|X
s
− x | ≥ r, U
1
t
2
+ P
x
sup
s ≤t
2
|X
s
− x | ≥ r, U
1
≤ t
2
≤ P
x
sup
s ≤t
2
|Y
λ s
− x| ≥ r + P
x
U
1
≤ t
2
= 1
4 + 1 − e
−sup Nt
2
= 1
4 + 1 − e
−c
9
t
. By choosing t
smaller if necessary, we get the desired result.
Remark 3.6. It can be shown that the process Y
λ
is conservative. This fact has been used above through Lemma 3.8 of [BBCK].
325
3.2 Lower bounds