· introduction the kernel of a jump process jump processes are studied under various assumptions,...
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On the potential theory of jump processes in open sets
Zoran Vondracek
University of Zagreb, CroatiaSupported in part by the Croatian Science Foundation under the project 4197
Bedlewo, May 24, 2019
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 1 / 33
Table of Contents
1 Introduction
2 Subordinate killed processes
3 Jump kernels decaying at the boundary
Joint work with P. Kim (SNU) and R. Song (UIUC)
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 2 / 33
Table of Contents
1 Introduction
2 Subordinate killed processes
3 Jump kernels decaying at the boundary
Joint work with P. Kim (SNU) and R. Song (UIUC)
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 2 / 33
Introduction
1 Introduction
2 Subordinate killed processes
3 Jump kernels decaying at the boundary
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 3 / 33
Introduction
The kernel of a jump process
Jump processes are studied under various assumptions, but most of thestudies assume that the kernel J(x , y) which describes the intensity ofjumps from x to y depends solely on the distance between x and y (orsome function of the distance).
A typical example is a Levy process in Rd where J(x , y) = j(|x − y |) withj the density of the Levy measure. The most familiar case is the isotropicα-stable process with J(x , y) = |x − y |−d−α.Suppose that the underlying state space E is a metric space with distanced . There are various modifications of the above kernels, usually of thefollowing type: There exists c ≥ 1 such that
c−1f (d(x , y)) ≤ J(x , y) ≤ cf (d(x , y)) , x , y ∈ E ,
with f : [0,∞)→ (0,∞] bounded away from zero on compact sets.This includes stable-like processes where J(x , y) = c(x , y)|x − y |−d−αwhere c(x , y) is bounded and bounded away from zero.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 4 / 33
Introduction
The kernel of a jump process
Jump processes are studied under various assumptions, but most of thestudies assume that the kernel J(x , y) which describes the intensity ofjumps from x to y depends solely on the distance between x and y (orsome function of the distance).A typical example is a Levy process in Rd where J(x , y) = j(|x − y |) withj the density of the Levy measure. The most familiar case is the isotropicα-stable process with J(x , y) = |x − y |−d−α.
Suppose that the underlying state space E is a metric space with distanced . There are various modifications of the above kernels, usually of thefollowing type: There exists c ≥ 1 such that
c−1f (d(x , y)) ≤ J(x , y) ≤ cf (d(x , y)) , x , y ∈ E ,
with f : [0,∞)→ (0,∞] bounded away from zero on compact sets.This includes stable-like processes where J(x , y) = c(x , y)|x − y |−d−αwhere c(x , y) is bounded and bounded away from zero.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 4 / 33
Introduction
The kernel of a jump process
Jump processes are studied under various assumptions, but most of thestudies assume that the kernel J(x , y) which describes the intensity ofjumps from x to y depends solely on the distance between x and y (orsome function of the distance).A typical example is a Levy process in Rd where J(x , y) = j(|x − y |) withj the density of the Levy measure. The most familiar case is the isotropicα-stable process with J(x , y) = |x − y |−d−α.Suppose that the underlying state space E is a metric space with distanced . There are various modifications of the above kernels, usually of thefollowing type: There exists c ≥ 1 such that
c−1f (d(x , y)) ≤ J(x , y) ≤ cf (d(x , y)) , x , y ∈ E ,
with f : [0,∞)→ (0,∞] bounded away from zero on compact sets.
This includes stable-like processes where J(x , y) = c(x , y)|x − y |−d−αwhere c(x , y) is bounded and bounded away from zero.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 4 / 33
Introduction
The kernel of a jump process
Jump processes are studied under various assumptions, but most of thestudies assume that the kernel J(x , y) which describes the intensity ofjumps from x to y depends solely on the distance between x and y (orsome function of the distance).A typical example is a Levy process in Rd where J(x , y) = j(|x − y |) withj the density of the Levy measure. The most familiar case is the isotropicα-stable process with J(x , y) = |x − y |−d−α.Suppose that the underlying state space E is a metric space with distanced . There are various modifications of the above kernels, usually of thefollowing type: There exists c ≥ 1 such that
c−1f (d(x , y)) ≤ J(x , y) ≤ cf (d(x , y)) , x , y ∈ E ,
with f : [0,∞)→ (0,∞] bounded away from zero on compact sets.This includes stable-like processes where J(x , y) = c(x , y)|x − y |−d−αwhere c(x , y) is bounded and bounded away from zero.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 4 / 33
Introduction
More general kernels of jump processes
Bogdan, Kumagai and Kwasnicki (2015) studied jump processes in ametric space E with the kernel J(x , y) satisfying the following assumption:For every x0 ∈ E and all radii 0 < r < R < R0 (R0 ∈ (0,∞] is thelocalization radius), there exists a constant c ≥ 1 such that for allx ∈ B(x0, r) and all y ∈ E \ B(x0,R)
c−1J(x0, y) ≤ J(x , y) ≤ cJ(x0, y) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 5 / 33
Introduction
Killed process
Suppose now that D ⊂ Rd is an open set. Then one can study jumpprocesses with the state space D.
The most common way to do that is to kill the jump process X when itexits D for the first time. The obtained process is denoted by XD andcalled the killed process, or the part of X in D. Analytically, itsinfinitesimal generator is, roughly, the generator of X with zero exteriorcondition.What happens to the jumping kernel J(x , y)? Nothing! The jumpingkernel of XD is JD(x , y) = J(x , y) and depends solely on |x − y |. Thechange is in introducing the killing function κ(x) =
∫Dc J(x , y) dy .
Hence, the Dirichlet form of the killed process looks like
E(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx
+
∫Du(x)v(x)κ(x) dx
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 6 / 33
Introduction
Killed process
Suppose now that D ⊂ Rd is an open set. Then one can study jumpprocesses with the state space D.The most common way to do that is to kill the jump process X when itexits D for the first time. The obtained process is denoted by XD andcalled the killed process, or the part of X in D. Analytically, itsinfinitesimal generator is, roughly, the generator of X with zero exteriorcondition.
What happens to the jumping kernel J(x , y)? Nothing! The jumpingkernel of XD is JD(x , y) = J(x , y) and depends solely on |x − y |. Thechange is in introducing the killing function κ(x) =
∫Dc J(x , y) dy .
Hence, the Dirichlet form of the killed process looks like
E(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx
+
∫Du(x)v(x)κ(x) dx
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 6 / 33
Introduction
Killed process
Suppose now that D ⊂ Rd is an open set. Then one can study jumpprocesses with the state space D.The most common way to do that is to kill the jump process X when itexits D for the first time. The obtained process is denoted by XD andcalled the killed process, or the part of X in D. Analytically, itsinfinitesimal generator is, roughly, the generator of X with zero exteriorcondition.What happens to the jumping kernel J(x , y)?
Nothing! The jumpingkernel of XD is JD(x , y) = J(x , y) and depends solely on |x − y |. Thechange is in introducing the killing function κ(x) =
∫Dc J(x , y) dy .
Hence, the Dirichlet form of the killed process looks like
E(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx
+
∫Du(x)v(x)κ(x) dx
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 6 / 33
Introduction
Killed process
Suppose now that D ⊂ Rd is an open set. Then one can study jumpprocesses with the state space D.The most common way to do that is to kill the jump process X when itexits D for the first time. The obtained process is denoted by XD andcalled the killed process, or the part of X in D. Analytically, itsinfinitesimal generator is, roughly, the generator of X with zero exteriorcondition.What happens to the jumping kernel J(x , y)? Nothing! The jumpingkernel of XD is JD(x , y) = J(x , y) and depends solely on |x − y |.
Thechange is in introducing the killing function κ(x) =
∫Dc J(x , y) dy .
Hence, the Dirichlet form of the killed process looks like
E(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx
+
∫Du(x)v(x)κ(x) dx
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 6 / 33
Introduction
Killed process
Suppose now that D ⊂ Rd is an open set. Then one can study jumpprocesses with the state space D.The most common way to do that is to kill the jump process X when itexits D for the first time. The obtained process is denoted by XD andcalled the killed process, or the part of X in D. Analytically, itsinfinitesimal generator is, roughly, the generator of X with zero exteriorcondition.What happens to the jumping kernel J(x , y)? Nothing! The jumpingkernel of XD is JD(x , y) = J(x , y) and depends solely on |x − y |. Thechange is in introducing the killing function κ(x) =
∫Dc J(x , y) dy .
Hence, the Dirichlet form of the killed process looks like
E(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx
+
∫Du(x)v(x)κ(x) dx
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 6 / 33
Introduction
Killed process
Suppose now that D ⊂ Rd is an open set. Then one can study jumpprocesses with the state space D.The most common way to do that is to kill the jump process X when itexits D for the first time. The obtained process is denoted by XD andcalled the killed process, or the part of X in D. Analytically, itsinfinitesimal generator is, roughly, the generator of X with zero exteriorcondition.What happens to the jumping kernel J(x , y)? Nothing! The jumpingkernel of XD is JD(x , y) = J(x , y) and depends solely on |x − y |. Thechange is in introducing the killing function κ(x) =
∫Dc J(x , y) dy .
Hence, the Dirichlet form of the killed process looks like
E(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx
+
∫Du(x)v(x)κ(x) dx
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 6 / 33
Introduction
Censored process
Another type of processes that were studied in open subsets D arecensored ones. One way to get a censored processes is to remove thekilling part from the Dirichlet form of the killed process and get the form
C(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx .
The jumping kernel is still J(x , y) and still depends only on |x − y |.For example, with J(x , y) = |x − y |−d−α one gets the censored α-stableprocess.Note that the censored process is intrinsically defined in D and its not partof some larger process.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 7 / 33
Introduction
Censored process
Another type of processes that were studied in open subsets D arecensored ones. One way to get a censored processes is to remove thekilling part from the Dirichlet form of the killed process and get the form
C(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx .
The jumping kernel is still J(x , y) and still depends only on |x − y |.
For example, with J(x , y) = |x − y |−d−α one gets the censored α-stableprocess.Note that the censored process is intrinsically defined in D and its not partof some larger process.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 7 / 33
Introduction
Censored process
Another type of processes that were studied in open subsets D arecensored ones. One way to get a censored processes is to remove thekilling part from the Dirichlet form of the killed process and get the form
C(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx .
The jumping kernel is still J(x , y) and still depends only on |x − y |.For example, with J(x , y) = |x − y |−d−α one gets the censored α-stableprocess.
Note that the censored process is intrinsically defined in D and its not partof some larger process.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 7 / 33
Introduction
Censored process
Another type of processes that were studied in open subsets D arecensored ones. One way to get a censored processes is to remove thekilling part from the Dirichlet form of the killed process and get the form
C(u, v) =1
2
∫∫D×D
(u(x)− u(y))(v(x)− v(y))J(x , y)dydx .
The jumping kernel is still J(x , y) and still depends only on |x − y |.For example, with J(x , y) = |x − y |−d−α one gets the censored α-stableprocess.Note that the censored process is intrinsically defined in D and its not partof some larger process.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 7 / 33
Introduction
Harmonic functions
Various potential-theoretic results were proved for such jump processes inthe last twenty years including the boundary Harnack principle.
Harmonic functions. Let X = (Xt ,Px) be a strong Markov process withthe state space E . A function f : E → [0,∞) is said to be harmonic in anopen subset D of E (with respect to X ) if for every open B ⊂ B ⊂ D andall x ∈ B,
f (x) = Ex [f (XτB )].
Here τB = inf{t > 0 : Xt /∈ B} is the first exit time from B.
f : E → [0,∞) is said to be regular harmonic in D if for all x ∈ D,
f (x) = Ex [f (XτD )].
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 8 / 33
Introduction
Harmonic functions
Various potential-theoretic results were proved for such jump processes inthe last twenty years including the boundary Harnack principle.
Harmonic functions. Let X = (Xt ,Px) be a strong Markov process withthe state space E . A function f : E → [0,∞) is said to be harmonic in anopen subset D of E (with respect to X ) if for every open B ⊂ B ⊂ D andall x ∈ B,
f (x) = Ex [f (XτB )].
Here τB = inf{t > 0 : Xt /∈ B} is the first exit time from B.
f : E → [0,∞) is said to be regular harmonic in D if for all x ∈ D,
f (x) = Ex [f (XτD )].
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 8 / 33
Introduction
Harmonic functions
Various potential-theoretic results were proved for such jump processes inthe last twenty years including the boundary Harnack principle.
Harmonic functions. Let X = (Xt ,Px) be a strong Markov process withthe state space E . A function f : E → [0,∞) is said to be harmonic in anopen subset D of E (with respect to X ) if for every open B ⊂ B ⊂ D andall x ∈ B,
f (x) = Ex [f (XτB )].
Here τB = inf{t > 0 : Xt /∈ B} is the first exit time from B.f : E → [0,∞) is said to be regular harmonic in D if for all x ∈ D,
f (x) = Ex [f (XτD )].
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 8 / 33
Introduction
Boundary Harnack principle
BHP for diffusions (i.e., local operators): X = (Xt ,Px) a continuousstrong Markov process in Rd . The scale invariant BHP (or a local BHP)holds in an open set D ⊂ Rd if there exist C > 0 and r0 > 0 such that forall Q ∈ ∂D, all r ∈ (0, r0) and all non-negative functions f and g harmonicin B(Q, r) ∩ D that vanish continuously on B(Q, r) ∩ ∂D it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
It is well known that the BHP holds for Brownian motion (more generally,elliptic diffusions) in Lipschitz domains (Ancona 1978, Wu 1978, Dahlberg1977 global BHP), NTA domains (Jerison-Kenig 1982), uniform domains(Aikawa 2001). In case of smooth boundary (say C 1,1) one gets the BHPwith explicit decay rate:
f (x)
δD(x)≤ C
f (y)
δD(y), for all x , y ∈ B(Q, r/2) ∩ D.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 9 / 33
Introduction
Boundary Harnack principle
BHP for diffusions (i.e., local operators): X = (Xt ,Px) a continuousstrong Markov process in Rd . The scale invariant BHP (or a local BHP)holds in an open set D ⊂ Rd if there exist C > 0 and r0 > 0 such that forall Q ∈ ∂D, all r ∈ (0, r0) and all non-negative functions f and g harmonicin B(Q, r) ∩ D that vanish continuously on B(Q, r) ∩ ∂D it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
It is well known that the BHP holds for Brownian motion (more generally,elliptic diffusions) in Lipschitz domains (Ancona 1978, Wu 1978, Dahlberg1977 global BHP), NTA domains (Jerison-Kenig 1982), uniform domains(Aikawa 2001). In case of smooth boundary (say C 1,1) one gets the BHPwith explicit decay rate:
f (x)
δD(x)≤ C
f (y)
δD(y), for all x , y ∈ B(Q, r/2) ∩ D.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 9 / 33
Introduction
Boundary Harnack principle
BHP for diffusions (i.e., local operators): X = (Xt ,Px) a continuousstrong Markov process in Rd . The scale invariant BHP (or a local BHP)holds in an open set D ⊂ Rd if there exist C > 0 and r0 > 0 such that forall Q ∈ ∂D, all r ∈ (0, r0) and all non-negative functions f and g harmonicin B(Q, r) ∩ D that vanish continuously on B(Q, r) ∩ ∂D it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
It is well known that the BHP holds for Brownian motion (more generally,elliptic diffusions) in Lipschitz domains (Ancona 1978, Wu 1978, Dahlberg1977 global BHP), NTA domains (Jerison-Kenig 1982), uniform domains(Aikawa 2001). In case of smooth boundary (say C 1,1) one gets the BHPwith explicit decay rate:
f (x)
δD(x)≤ C
f (y)
δD(y), for all x , y ∈ B(Q, r/2) ∩ D.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 9 / 33
Introduction
Boundary Harnack principle, cont.
BHP for jump processes (i.e, non-local operators):
X = (Xt ,Px) a jumpprocess in a metric space (E , d). The scale invariant BHP holds in anopen set D ⊂ E if there exist C > 0 and r0 > 0 such that for all Q ∈ ∂D,all r ∈ (0, r0) and all non-negative functions f , g : E → [0,∞) that areregular harmonic in B(Q, r) ∩ D and vanish in B(Q, r) ∩ Dc it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
The BHP holds for isotropic α-stable process in Rd in Lipschitz domain(Bogdan 1977), open κ-fat set (Song-Wu 1999), any open set (Bogdan,Kulczycki, Kwasnicki 2008). Explicit decay rate in C 1,1 open sets isδD(x)α/2.Generalizations to various Levy processes (Kim, Song, V) and to jumpprocesses in metric spaces (Bogdan, Kumagai, Kwasnicki).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 10 / 33
Introduction
Boundary Harnack principle, cont.
BHP for jump processes (i.e, non-local operators): X = (Xt ,Px) a jumpprocess in a metric space (E , d). The scale invariant BHP holds in anopen set D ⊂ E if there exist C > 0 and r0 > 0 such that for all Q ∈ ∂D,all r ∈ (0, r0) and all non-negative functions f , g : E → [0,∞) that areregular harmonic in B(Q, r) ∩ D and vanish in B(Q, r) ∩ Dc it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
The BHP holds for isotropic α-stable process in Rd in Lipschitz domain(Bogdan 1977), open κ-fat set (Song-Wu 1999), any open set (Bogdan,Kulczycki, Kwasnicki 2008). Explicit decay rate in C 1,1 open sets isδD(x)α/2.Generalizations to various Levy processes (Kim, Song, V) and to jumpprocesses in metric spaces (Bogdan, Kumagai, Kwasnicki).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 10 / 33
Introduction
Boundary Harnack principle, cont.
BHP for jump processes (i.e, non-local operators): X = (Xt ,Px) a jumpprocess in a metric space (E , d). The scale invariant BHP holds in anopen set D ⊂ E if there exist C > 0 and r0 > 0 such that for all Q ∈ ∂D,all r ∈ (0, r0) and all non-negative functions f , g : E → [0,∞) that areregular harmonic in B(Q, r) ∩ D and vanish in B(Q, r) ∩ Dc it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
The BHP holds for isotropic α-stable process in Rd in Lipschitz domain(Bogdan 1977), open κ-fat set (Song-Wu 1999), any open set (Bogdan,Kulczycki, Kwasnicki 2008).
Explicit decay rate in C 1,1 open sets isδD(x)α/2.Generalizations to various Levy processes (Kim, Song, V) and to jumpprocesses in metric spaces (Bogdan, Kumagai, Kwasnicki).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 10 / 33
Introduction
Boundary Harnack principle, cont.
BHP for jump processes (i.e, non-local operators): X = (Xt ,Px) a jumpprocess in a metric space (E , d). The scale invariant BHP holds in anopen set D ⊂ E if there exist C > 0 and r0 > 0 such that for all Q ∈ ∂D,all r ∈ (0, r0) and all non-negative functions f , g : E → [0,∞) that areregular harmonic in B(Q, r) ∩ D and vanish in B(Q, r) ∩ Dc it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
The BHP holds for isotropic α-stable process in Rd in Lipschitz domain(Bogdan 1977), open κ-fat set (Song-Wu 1999), any open set (Bogdan,Kulczycki, Kwasnicki 2008). Explicit decay rate in C 1,1 open sets isδD(x)α/2.
Generalizations to various Levy processes (Kim, Song, V) and to jumpprocesses in metric spaces (Bogdan, Kumagai, Kwasnicki).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 10 / 33
Introduction
Boundary Harnack principle, cont.
BHP for jump processes (i.e, non-local operators): X = (Xt ,Px) a jumpprocess in a metric space (E , d). The scale invariant BHP holds in anopen set D ⊂ E if there exist C > 0 and r0 > 0 such that for all Q ∈ ∂D,all r ∈ (0, r0) and all non-negative functions f , g : E → [0,∞) that areregular harmonic in B(Q, r) ∩ D and vanish in B(Q, r) ∩ Dc it holds that
f (x)
g(x)≤ C
f (y)
g(y), for all x , y ∈ B(Q, r/2) ∩ D.
The BHP holds for isotropic α-stable process in Rd in Lipschitz domain(Bogdan 1977), open κ-fat set (Song-Wu 1999), any open set (Bogdan,Kulczycki, Kwasnicki 2008). Explicit decay rate in C 1,1 open sets isδD(x)α/2.Generalizations to various Levy processes (Kim, Song, V) and to jumpprocesses in metric spaces (Bogdan, Kumagai, Kwasnicki).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 10 / 33
Introduction
Boundary Harnack principle, cont.
The BHP for censored α-stable process, α ∈ (1, 2):
Let D be a C 1,1 openset in Rd and X a censored α-stable process. There exists C > 0 andr0 > 0 such that for all Q ∈ ∂D, all r ∈ (0, r0) and all non-negativefunctions f : D → [0,∞) that are harmonic (wrt X ) in D ∩ B(Q, r) andvanish continuously on B(Q, r) ∩ ∂D it holds that
f (x)
δD(x)α−1≤ C
f (y)
δD(y)α−1, for all x , y ∈ B(Q, r/2) ∩ D
Bogdan, Burdzy, Chen 2003
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 11 / 33
Introduction
Boundary Harnack principle, cont.
The BHP for censored α-stable process, α ∈ (1, 2): Let D be a C 1,1 openset in Rd and X a censored α-stable process. There exists C > 0 andr0 > 0 such that for all Q ∈ ∂D, all r ∈ (0, r0) and all non-negativefunctions f : D → [0,∞) that are harmonic (wrt X ) in D ∩ B(Q, r) andvanish continuously on B(Q, r) ∩ ∂D it holds that
f (x)
δD(x)α−1≤ C
f (y)
δD(y)α−1, for all x , y ∈ B(Q, r/2) ∩ D
Bogdan, Burdzy, Chen 2003
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 11 / 33
Introduction
Boundary Harnack principle, cont.
The BHP for censored α-stable process, α ∈ (1, 2): Let D be a C 1,1 openset in Rd and X a censored α-stable process. There exists C > 0 andr0 > 0 such that for all Q ∈ ∂D, all r ∈ (0, r0) and all non-negativefunctions f : D → [0,∞) that are harmonic (wrt X ) in D ∩ B(Q, r) andvanish continuously on B(Q, r) ∩ ∂D it holds that
f (x)
δD(x)α−1≤ C
f (y)
δD(y)α−1, for all x , y ∈ B(Q, r/2) ∩ D
Bogdan, Burdzy, Chen 2003
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 11 / 33
Introduction
Carleson’s estimate
An essential ingredient of most of the proofs of the BHP is Carleson’sestimate: Let D ⊂ Rd be an open set. There exist constants C > 0 andr0 > 0 such that for all Q ∈ ∂D, all r ∈ (0, r0) and all non-negativefunctions f : Rd → [0,∞) (f : D → [0,∞)) that are harmonic inB(Q, r) ∩ D and vanish in B(Q, r) ∩ Dc (vanish continuously onB(Q, r) ∩ ∂D) it holds that
f (x) ≤ Cf (x0) , for all x ∈ B(Q, r/2) ∩ D,
where x0 ∈ B(Q, r) ∩ D with δD(x0) ≥ r/2.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 12 / 33
Subordinate killed processes
1 Introduction
2 Subordinate killed processes
3 Jump kernels decaying at the boundary
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 13 / 33
Subordinate killed processes
Killed stable process
Let Z = (Zt ,Px) be the isotropic α-stable process in Rd , α ∈ (0, 2),(Qt)t≥0 the corresponding semigroup: Qt f (x) := Ex f (Zt) t ≥ 0,f : Rd → R.
−(−∆)α/2f := limt→0
Qt f − f
tis the fractional Laplacian.
For D ⊂ Rd open, let τD := inf{t > 0 : Zt /∈ D}, ZDt := Zt if t < τD , ∂
(cemetary) otherwise, QDt f (x) := Ex f (ZD
t ) = Ex(f (Zt), t < τD) thecorresponding semigroup.
L1f := limt→0
QDt f − f
t
a possible definition of fractional Laplacian in D; usually called fractional
Laplacian in D with zero exterior condition:. Notation: −(−∆)α/2∣∣D .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 14 / 33
Subordinate killed processes
Killed stable process
Let Z = (Zt ,Px) be the isotropic α-stable process in Rd , α ∈ (0, 2),(Qt)t≥0 the corresponding semigroup: Qt f (x) := Ex f (Zt) t ≥ 0,f : Rd → R.
−(−∆)α/2f := limt→0
Qt f − f
tis the fractional Laplacian.
For D ⊂ Rd open, let τD := inf{t > 0 : Zt /∈ D}, ZDt := Zt if t < τD , ∂
(cemetary) otherwise, QDt f (x) := Ex f (ZD
t ) = Ex(f (Zt), t < τD) thecorresponding semigroup.
L1f := limt→0
QDt f − f
t
a possible definition of fractional Laplacian in D; usually called fractional
Laplacian in D with zero exterior condition:. Notation: −(−∆)α/2∣∣D .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 14 / 33
Subordinate killed processes
Killed stable process
Let Z = (Zt ,Px) be the isotropic α-stable process in Rd , α ∈ (0, 2),(Qt)t≥0 the corresponding semigroup: Qt f (x) := Ex f (Zt) t ≥ 0,f : Rd → R.
−(−∆)α/2f := limt→0
Qt f − f
tis the fractional Laplacian.
For D ⊂ Rd open, let τD := inf{t > 0 : Zt /∈ D}, ZDt := Zt if t < τD , ∂
(cemetary) otherwise, QDt f (x) := Ex f (ZD
t ) = Ex(f (Zt), t < τD) thecorresponding semigroup.
L1f := limt→0
QDt f − f
t
a possible definition of fractional Laplacian in D; usually called fractional
Laplacian in D with zero exterior condition:. Notation: −(−∆)α/2∣∣D .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 14 / 33
Subordinate killed processes
Killed stable process
Let Z = (Zt ,Px) be the isotropic α-stable process in Rd , α ∈ (0, 2),(Qt)t≥0 the corresponding semigroup: Qt f (x) := Ex f (Zt) t ≥ 0,f : Rd → R.
−(−∆)α/2f := limt→0
Qt f − f
tis the fractional Laplacian.
For D ⊂ Rd open, let τD := inf{t > 0 : Zt /∈ D}, ZDt := Zt if t < τD , ∂
(cemetary) otherwise, QDt f (x) := Ex f (ZD
t ) = Ex(f (Zt), t < τD) thecorresponding semigroup.
L1f := limt→0
QDt f − f
t
a possible definition of fractional Laplacian in D; usually called fractional
Laplacian in D with zero exterior condition:. Notation: −(−∆)α/2∣∣D .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 14 / 33
Subordinate killed processes
KSBM and SKBM
Let W = (Wt ,Px) be a Brownian motion in Rd , S = (St)t≥0 anindependent α/2-stable subordinator. Then WSt is a subordinate
Brownian motion and (Zt)d= (WSt ).
Hence, ZD is a killed subordinate Brownian motion (KSBM).
WD Brownian motion killed upon exiting D, Y Dt := WD
Stis a subordinate
killed Brownian motion (SKBM).
If (PDt )t≥0 is the semigroup of WD ,
then the infinitesimal generator of Y D is
L0f = −(−∆∣∣D)α/2f :=1
|Γ(−α/2)|
∫ ∞0
(PDt f − f )t−α/2−1dt
Another possible definition of a fractional Laplacian in D: the fractionalpower of the Dirichlet Laplacian. L0 6= L1
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 15 / 33
Subordinate killed processes
KSBM and SKBM
Let W = (Wt ,Px) be a Brownian motion in Rd , S = (St)t≥0 anindependent α/2-stable subordinator. Then WSt is a subordinate
Brownian motion and (Zt)d= (WSt ).
Hence, ZD is a killed subordinate Brownian motion (KSBM).
WD Brownian motion killed upon exiting D, Y Dt := WD
Stis a subordinate
killed Brownian motion (SKBM).
If (PDt )t≥0 is the semigroup of WD ,
then the infinitesimal generator of Y D is
L0f = −(−∆∣∣D)α/2f :=1
|Γ(−α/2)|
∫ ∞0
(PDt f − f )t−α/2−1dt
Another possible definition of a fractional Laplacian in D: the fractionalpower of the Dirichlet Laplacian. L0 6= L1
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 15 / 33
Subordinate killed processes
KSBM and SKBM
Let W = (Wt ,Px) be a Brownian motion in Rd , S = (St)t≥0 anindependent α/2-stable subordinator. Then WSt is a subordinate
Brownian motion and (Zt)d= (WSt ).
Hence, ZD is a killed subordinate Brownian motion (KSBM).
WD Brownian motion killed upon exiting D, Y Dt := WD
Stis a subordinate
killed Brownian motion (SKBM).
If (PDt )t≥0 is the semigroup of WD ,
then the infinitesimal generator of Y D is
L0f = −(−∆∣∣D)α/2f :=1
|Γ(−α/2)|
∫ ∞0
(PDt f − f )t−α/2−1dt
Another possible definition of a fractional Laplacian in D: the fractionalpower of the Dirichlet Laplacian. L0 6= L1
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 15 / 33
Subordinate killed processes
KSBM and SKBM
Let W = (Wt ,Px) be a Brownian motion in Rd , S = (St)t≥0 anindependent α/2-stable subordinator. Then WSt is a subordinate
Brownian motion and (Zt)d= (WSt ).
Hence, ZD is a killed subordinate Brownian motion (KSBM).
WD Brownian motion killed upon exiting D, Y Dt := WD
Stis a subordinate
killed Brownian motion (SKBM). If (PDt )t≥0 is the semigroup of WD ,
then the infinitesimal generator of Y D is
L0f = −(−∆∣∣D)α/2f :=1
|Γ(−α/2)|
∫ ∞0
(PDt f − f )t−α/2−1dt
Another possible definition of a fractional Laplacian in D: the fractionalpower of the Dirichlet Laplacian.
L0 6= L1
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 15 / 33
Subordinate killed processes
KSBM and SKBM
Let W = (Wt ,Px) be a Brownian motion in Rd , S = (St)t≥0 anindependent α/2-stable subordinator. Then WSt is a subordinate
Brownian motion and (Zt)d= (WSt ).
Hence, ZD is a killed subordinate Brownian motion (KSBM).
WD Brownian motion killed upon exiting D, Y Dt := WD
Stis a subordinate
killed Brownian motion (SKBM). If (PDt )t≥0 is the semigroup of WD ,
then the infinitesimal generator of Y D is
L0f = −(−∆∣∣D)α/2f :=1
|Γ(−α/2)|
∫ ∞0
(PDt f − f )t−α/2−1dt
Another possible definition of a fractional Laplacian in D: the fractionalpower of the Dirichlet Laplacian. L0 6= L1
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 15 / 33
Subordinate killed processes
If (QDt )t≥0 is the semigroup of Y D , then QD
t f ≤ QDt f , f ≥ 0. Y D is a
”smaller” process then ZD .
Let S be a δ/2-stable subordinator, δ ∈ (0, 2], T a γ/2-stablesubordinator, γ ∈ (0, 2), so that (δ/2)(γ/2) = α/2. Let Zt = WSt be aSBM, ZD the KSBM (=killed δ-stable), and Y D
t = ZDTt
the subordinate
killed Z .
Let (RDt )t≥0 be the semigroup of Y D . Then
QDt f ≤ RD
t f ≤ QDt f , f ≥ 0, and the infinitesimal generator of (RD
t ) canbe written as
L = −((−∆)δ/2|D)γ/2 .
Since (δ/2)(γ/2) = α/2, also a version of α-fractional Laplacian in D.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 16 / 33
Subordinate killed processes
If (QDt )t≥0 is the semigroup of Y D , then QD
t f ≤ QDt f , f ≥ 0. Y D is a
”smaller” process then ZD .
Let S be a δ/2-stable subordinator, δ ∈ (0, 2], T a γ/2-stablesubordinator, γ ∈ (0, 2), so that (δ/2)(γ/2) = α/2. Let Zt = WSt be aSBM, ZD the KSBM (=killed δ-stable), and Y D
t = ZDTt
the subordinate
killed Z .
Let (RDt )t≥0 be the semigroup of Y D . Then
QDt f ≤ RD
t f ≤ QDt f , f ≥ 0, and the infinitesimal generator of (RD
t ) canbe written as
L = −((−∆)δ/2|D)γ/2 .
Since (δ/2)(γ/2) = α/2, also a version of α-fractional Laplacian in D.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 16 / 33
Subordinate killed processes
If (QDt )t≥0 is the semigroup of Y D , then QD
t f ≤ QDt f , f ≥ 0. Y D is a
”smaller” process then ZD .
Let S be a δ/2-stable subordinator, δ ∈ (0, 2], T a γ/2-stablesubordinator, γ ∈ (0, 2), so that (δ/2)(γ/2) = α/2. Let Zt = WSt be aSBM, ZD the KSBM (=killed δ-stable), and Y D
t = ZDTt
the subordinate
killed Z . Let (RDt )t≥0 be the semigroup of Y D . Then
QDt f ≤ RD
t f ≤ QDt f , f ≥ 0, and the infinitesimal generator of (RD
t ) canbe written as
L = −((−∆)δ/2|D)γ/2 .
Since (δ/2)(γ/2) = α/2, also a version of α-fractional Laplacian in D.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 16 / 33
Subordinate killed processes
If (QDt )t≥0 is the semigroup of Y D , then QD
t f ≤ QDt f , f ≥ 0. Y D is a
”smaller” process then ZD .
Let S be a δ/2-stable subordinator, δ ∈ (0, 2], T a γ/2-stablesubordinator, γ ∈ (0, 2), so that (δ/2)(γ/2) = α/2. Let Zt = WSt be aSBM, ZD the KSBM (=killed δ-stable), and Y D
t = ZDTt
the subordinate
killed Z . Let (RDt )t≥0 be the semigroup of Y D . Then
QDt f ≤ RD
t f ≤ QDt f , f ≥ 0, and the infinitesimal generator of (RD
t ) canbe written as
L = −((−∆)δ/2|D)γ/2 .
Since (δ/2)(γ/2) = α/2, also a version of α-fractional Laplacian in D.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 16 / 33
Subordinate killed processes
In two recent papers, Potential theory of subordinate killed Brownianmotion Trans.Amer. Math. Soc. (2019) and On the boundary theory ofsubordinate killed Levy processes, to appear in Pot. Anal. (2019), Kim,Song, V studied potential theory of operators like L (i.e. potential theoryof Y D) in order to understand how it depends on δ and γ.
These subordinate processes have Dirichlet forms
E(u, v) =1
2
∫∫D×D
(u(x)− v(x))(u(y)− v(y))JD(x , y) dy dx
+
∫Du(x)v(x)κ(x) dx ,
where
JD(x , y) = c(γ)
∫ ∞0
qD(t, x , y)t−γ/2−1 dt, x , y ∈ D,
κ(x) = c(γ)
∫ ∞0
(1− QDt 1(x))t−γ/2−1 dt, x ∈ D.
Here qD(t, x , y) are transition densities of ZD (killed δ-stable).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 17 / 33
Subordinate killed processes
In two recent papers, Potential theory of subordinate killed Brownianmotion Trans.Amer. Math. Soc. (2019) and On the boundary theory ofsubordinate killed Levy processes, to appear in Pot. Anal. (2019), Kim,Song, V studied potential theory of operators like L (i.e. potential theoryof Y D) in order to understand how it depends on δ and γ.These subordinate processes have Dirichlet forms
E(u, v) =1
2
∫∫D×D
(u(x)− v(x))(u(y)− v(y))JD(x , y) dy dx
+
∫Du(x)v(x)κ(x) dx ,
where
JD(x , y) = c(γ)
∫ ∞0
qD(t, x , y)t−γ/2−1 dt, x , y ∈ D,
κ(x) = c(γ)
∫ ∞0
(1− QDt 1(x))t−γ/2−1 dt, x ∈ D.
Here qD(t, x , y) are transition densities of ZD (killed δ-stable).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 17 / 33
Subordinate killed processes
In two recent papers, Potential theory of subordinate killed Brownianmotion Trans.Amer. Math. Soc. (2019) and On the boundary theory ofsubordinate killed Levy processes, to appear in Pot. Anal. (2019), Kim,Song, V studied potential theory of operators like L (i.e. potential theoryof Y D) in order to understand how it depends on δ and γ.These subordinate processes have Dirichlet forms
E(u, v) =1
2
∫∫D×D
(u(x)− v(x))(u(y)− v(y))JD(x , y) dy dx
+
∫Du(x)v(x)κ(x) dx ,
where
JD(x , y) = c(γ)
∫ ∞0
qD(t, x , y)t−γ/2−1 dt, x , y ∈ D,
κ(x) = c(γ)
∫ ∞0
(1− QDt 1(x))t−γ/2−1 dt, x ∈ D.
Here qD(t, x , y) are transition densities of ZD (killed δ-stable).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 17 / 33
Subordinate killed processes
In two recent papers, Potential theory of subordinate killed Brownianmotion Trans.Amer. Math. Soc. (2019) and On the boundary theory ofsubordinate killed Levy processes, to appear in Pot. Anal. (2019), Kim,Song, V studied potential theory of operators like L (i.e. potential theoryof Y D) in order to understand how it depends on δ and γ.These subordinate processes have Dirichlet forms
E(u, v) =1
2
∫∫D×D
(u(x)− v(x))(u(y)− v(y))JD(x , y) dy dx
+
∫Du(x)v(x)κ(x) dx ,
where
JD(x , y) = c(γ)
∫ ∞0
qD(t, x , y)t−γ/2−1 dt, x , y ∈ D,
κ(x) = c(γ)
∫ ∞0
(1− QDt 1(x))t−γ/2−1 dt, x ∈ D.
Here qD(t, x , y) are transition densities of ZD (killed δ-stable).Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 17 / 33
Subordinate killed processes
There were two rather surprising results.
In case δ = 2 (then Y D is a subordinate killed Brownian motion),
JD(x , y) �(δD(x)
|x − y |∧ 1
)(δD(y)
|x − y |∧ 1
)|x − y |−d−α .
In case δ ∈ (0, 2) (then Y D is subordinate killed δ-stable process),
GD(x , y) �(δD(x)
|x − y |∧ 1
)δ/2( δD(y)
|x − y |∧ 1
)δ/2
|x − y |−d+α .
Somewhat surprisingly
JD(x , y) �
(δD (x)∧δD (y)|x−y| ∧ 1
)δ(1−γ/2)
|x − y |−d−α, γ ∈ (1, 2),
(δD (x)∧δD (y)|x−y| ∧ 1
)δ/2
log
(1 +
((δD (x)∨δD (y)∧|x−y|(δD (x)∧δD (y))∧|x−y|
)δ)|x − y |−d−α, γ = 1,(
δD (x)∧δD (y)|x−y| ∧ 1
)δ/2 (δD (x)∨δD (y)|x−y| ∧ 1
)1−γ/2
|x − y |−d−α, γ ∈ (0, 1).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 18 / 33
Subordinate killed processes
There were two rather surprising results.
In case δ = 2 (then Y D is a subordinate killed Brownian motion),
JD(x , y) �(δD(x)
|x − y |∧ 1
)(δD(y)
|x − y |∧ 1
)|x − y |−d−α .
In case δ ∈ (0, 2) (then Y D is subordinate killed δ-stable process),
GD(x , y) �(δD(x)
|x − y |∧ 1
)δ/2( δD(y)
|x − y |∧ 1
)δ/2
|x − y |−d+α .
Somewhat surprisingly
JD(x , y) �
(δD (x)∧δD (y)|x−y| ∧ 1
)δ(1−γ/2)
|x − y |−d−α, γ ∈ (1, 2),
(δD (x)∧δD (y)|x−y| ∧ 1
)δ/2
log
(1 +
((δD (x)∨δD (y)∧|x−y|(δD (x)∧δD (y))∧|x−y|
)δ)|x − y |−d−α, γ = 1,(
δD (x)∧δD (y)|x−y| ∧ 1
)δ/2 (δD (x)∨δD (y)|x−y| ∧ 1
)1−γ/2
|x − y |−d−α, γ ∈ (0, 1).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 18 / 33
Subordinate killed processes
There were two rather surprising results.
In case δ = 2 (then Y D is a subordinate killed Brownian motion),
JD(x , y) �(δD(x)
|x − y |∧ 1
)(δD(y)
|x − y |∧ 1
)|x − y |−d−α .
In case δ ∈ (0, 2) (then Y D is subordinate killed δ-stable process),
GD(x , y) �(δD(x)
|x − y |∧ 1
)δ/2( δD(y)
|x − y |∧ 1
)δ/2
|x − y |−d+α .
Somewhat surprisingly
JD(x , y) �
(δD (x)∧δD (y)|x−y| ∧ 1
)δ(1−γ/2)
|x − y |−d−α, γ ∈ (1, 2),
(δD (x)∧δD (y)|x−y| ∧ 1
)δ/2
log
(1 +
((δD (x)∨δD (y)∧|x−y|(δD (x)∧δD (y))∧|x−y|
)δ)|x − y |−d−α, γ = 1,(
δD (x)∧δD (y)|x−y| ∧ 1
)δ/2 (δD (x)∨δD (y)|x−y| ∧ 1
)1−γ/2
|x − y |−d−α, γ ∈ (0, 1).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 18 / 33
Subordinate killed processes
There were two rather surprising results.
In case δ = 2 (then Y D is a subordinate killed Brownian motion),
JD(x , y) �(δD(x)
|x − y |∧ 1
)(δD(y)
|x − y |∧ 1
)|x − y |−d−α .
In case δ ∈ (0, 2) (then Y D is subordinate killed δ-stable process),
GD(x , y) �(δD(x)
|x − y |∧ 1
)δ/2( δD(y)
|x − y |∧ 1
)δ/2
|x − y |−d+α .
Somewhat surprisingly
JD(x , y) �
(δD (x)∧δD (y)|x−y| ∧ 1
)δ(1−γ/2)
|x − y |−d−α, γ ∈ (1, 2),
(δD (x)∧δD (y)|x−y| ∧ 1
)δ/2
log
(1 +
((δD (x)∨δD (y)∧|x−y|(δD (x)∧δD (y))∧|x−y|
)δ)|x − y |−d−α, γ = 1,(
δD (x)∧δD (y)|x−y| ∧ 1
)δ/2 (δD (x)∨δD (y)|x−y| ∧ 1
)1−γ/2
|x − y |−d−α, γ ∈ (0, 1).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 18 / 33
Subordinate killed processes
There were two rather surprising results.
In case δ = 2 (then Y D is a subordinate killed Brownian motion),
JD(x , y) �(δD(x)
|x − y |∧ 1
)(δD(y)
|x − y |∧ 1
)|x − y |−d−α .
In case δ ∈ (0, 2) (then Y D is subordinate killed δ-stable process),
GD(x , y) �(δD(x)
|x − y |∧ 1
)δ/2( δD(y)
|x − y |∧ 1
)δ/2
|x − y |−d+α .
Somewhat surprisingly
JD(x , y) �
(δD (x)∧δD (y)|x−y| ∧ 1
)δ(1−γ/2)
|x − y |−d−α, γ ∈ (1, 2),
(δD (x)∧δD (y)|x−y| ∧ 1
)δ/2
log
(1 +
((δD (x)∨δD (y)∧|x−y|(δD (x)∧δD (y))∧|x−y|
)δ)|x − y |−d−α, γ = 1,
(δD (x)∧δD (y)|x−y| ∧ 1
)δ/2 (δD (x)∨δD (y)|x−y| ∧ 1
)1−γ/2
|x − y |−d−α, γ ∈ (0, 1).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 18 / 33
Subordinate killed processes
There were two rather surprising results.
In case δ = 2 (then Y D is a subordinate killed Brownian motion),
JD(x , y) �(δD(x)
|x − y |∧ 1
)(δD(y)
|x − y |∧ 1
)|x − y |−d−α .
In case δ ∈ (0, 2) (then Y D is subordinate killed δ-stable process),
GD(x , y) �(δD(x)
|x − y |∧ 1
)δ/2( δD(y)
|x − y |∧ 1
)δ/2
|x − y |−d+α .
Somewhat surprisingly
JD(x , y) �
(δD (x)∧δD (y)|x−y| ∧ 1
)δ(1−γ/2)
|x − y |−d−α, γ ∈ (1, 2),(δD (x)∧δD (y)|x−y| ∧ 1
)δ/2
log
(1 +
((δD (x)∨δD (y)∧|x−y|(δD (x)∧δD (y))∧|x−y|
)δ)|x − y |−d−α, γ = 1,(
δD (x)∧δD (y)|x−y| ∧ 1
)δ/2 (δD (x)∨δD (y)|x−y| ∧ 1
)1−γ/2
|x − y |−d−α, γ ∈ (0, 1).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 18 / 33
Subordinate killed processes
Define B(x , y) by JD(x , y) = B(x , y)|x − y |−d−α. We think of B(x , y),x , y ∈ D, as a boundary part of the jumping kernel JD(x , y). Displays onthe previous slide give sharp two-sided estimates of B(x , y) for thesubordinate killed process Y D .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 19 / 33
Subordinate killed processes
Boundary Harnack principle
Assume γ ∈ (1, 2) or δ = 2. If D is a bounded C 1,1 open set in Rd , then the boundaryHarnack principle (with explicit decay rate) holds for Y D :
There exist C > 0 and r0 > 0such that for any r ∈ (0, r0], any Q ∈ ∂D and any non-negative function f in D which isharmonic in D ∩ B(Q, r) (wrt Y D) and vanishes continuously on ∂D ∩ B(Q, r), we have
f (x)
δD(x)δ/2≤ C
f (y)
δD(y)δ/2for all x , y ∈ D ∩ B(Q, r/2) .
If γ ∈ (0, 1] and δ ∈ (0, 2), then the (non-scale invariant) boundary Harnack principlefails.
The non-scale-invariant boundary Harnack principle holds near the boundary of D ifthere is a constant R ∈ (0, 1) such that for any r ∈ (0, R ], there exists a constantc = c(r) ≥ 1 such that for every Q ∈ ∂D and any non-negative functions f , g in Dwhich are harmonic in D ∩ B(Q, r) with respect to Y D and vanish continuously on∂D ∩ B(Q, r), we have
f (x)
f (y)≤ c
g(x)
g(y)for all x , y ∈ D ∩ B(Q, r/2).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 20 / 33
Subordinate killed processes
Boundary Harnack principle
Assume γ ∈ (1, 2) or δ = 2. If D is a bounded C 1,1 open set in Rd , then the boundaryHarnack principle (with explicit decay rate) holds for Y D : There exist C > 0 and r0 > 0such that for any r ∈ (0, r0], any Q ∈ ∂D and any non-negative function f in D which isharmonic in D ∩ B(Q, r) (wrt Y D) and vanishes continuously on ∂D ∩ B(Q, r), we have
f (x)
δD(x)δ/2≤ C
f (y)
δD(y)δ/2for all x , y ∈ D ∩ B(Q, r/2) .
If γ ∈ (0, 1] and δ ∈ (0, 2), then the (non-scale invariant) boundary Harnack principlefails.
The non-scale-invariant boundary Harnack principle holds near the boundary of D ifthere is a constant R ∈ (0, 1) such that for any r ∈ (0, R ], there exists a constantc = c(r) ≥ 1 such that for every Q ∈ ∂D and any non-negative functions f , g in Dwhich are harmonic in D ∩ B(Q, r) with respect to Y D and vanish continuously on∂D ∩ B(Q, r), we have
f (x)
f (y)≤ c
g(x)
g(y)for all x , y ∈ D ∩ B(Q, r/2).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 20 / 33
Subordinate killed processes
Boundary Harnack principle
Assume γ ∈ (1, 2) or δ = 2. If D is a bounded C 1,1 open set in Rd , then the boundaryHarnack principle (with explicit decay rate) holds for Y D : There exist C > 0 and r0 > 0such that for any r ∈ (0, r0], any Q ∈ ∂D and any non-negative function f in D which isharmonic in D ∩ B(Q, r) (wrt Y D) and vanishes continuously on ∂D ∩ B(Q, r), we have
f (x)
δD(x)δ/2≤ C
f (y)
δD(y)δ/2for all x , y ∈ D ∩ B(Q, r/2) .
If γ ∈ (0, 1] and δ ∈ (0, 2), then the (non-scale invariant) boundary Harnack principlefails.
The non-scale-invariant boundary Harnack principle holds near the boundary of D ifthere is a constant R ∈ (0, 1) such that for any r ∈ (0, R ], there exists a constantc = c(r) ≥ 1 such that for every Q ∈ ∂D and any non-negative functions f , g in Dwhich are harmonic in D ∩ B(Q, r) with respect to Y D and vanish continuously on∂D ∩ B(Q, r), we have
f (x)
f (y)≤ c
g(x)
g(y)for all x , y ∈ D ∩ B(Q, r/2).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 20 / 33
Subordinate killed processes
Boundary Harnack principle
Assume γ ∈ (1, 2) or δ = 2. If D is a bounded C 1,1 open set in Rd , then the boundaryHarnack principle (with explicit decay rate) holds for Y D : There exist C > 0 and r0 > 0such that for any r ∈ (0, r0], any Q ∈ ∂D and any non-negative function f in D which isharmonic in D ∩ B(Q, r) (wrt Y D) and vanishes continuously on ∂D ∩ B(Q, r), we have
f (x)
δD(x)δ/2≤ C
f (y)
δD(y)δ/2for all x , y ∈ D ∩ B(Q, r/2) .
If γ ∈ (0, 1] and δ ∈ (0, 2), then the (non-scale invariant) boundary Harnack principlefails.The non-scale-invariant boundary Harnack principle holds near the boundary of D ifthere is a constant R ∈ (0, 1) such that for any r ∈ (0, R ], there exists a constantc = c(r) ≥ 1 such that for every Q ∈ ∂D and any non-negative functions f , g in Dwhich are harmonic in D ∩ B(Q, r) with respect to Y D and vanish continuously on∂D ∩ B(Q, r), we have
f (x)
f (y)≤ c
g(x)
g(y)for all x , y ∈ D ∩ B(Q, r/2).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 20 / 33
Jump kernels decaying at the boundary
1 Introduction
2 Subordinate killed processes
3 Jump kernels decaying at the boundary
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 21 / 33
Jump kernels decaying at the boundary
Assumptions on B
Let D be an open subset of Rd and α ∈ (0, 2). Let Y = Y D,κ be a Huntprocess with the Dirichlet form whose jumping kernel has the form
JD(x , y) = B(x , y)|x − y |−α−d , x , y ∈ D,
and the killing function κ : D → [0,∞) which satisfies κ(x) � δD(x)−α.
The boundary term B(x , y) depends on δD(x), δD(y) and |x − y |.
Assumptions on B(x , y):
(B1) B(x , y) = B(y , x) for all x , y ∈ D.(B2) There exists C2 > 0 such that B(x , y) ≤ C2.(B3) For every a ∈ (0, 1) there exists C3 = C3(a) > 0 such thatB(x , y) ≥ C3 whenever δD(x) ∧ δD(y) ≥ a|x − y |.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 22 / 33
Jump kernels decaying at the boundary
Assumptions on B
Let D be an open subset of Rd and α ∈ (0, 2). Let Y = Y D,κ be a Huntprocess with the Dirichlet form whose jumping kernel has the form
JD(x , y) = B(x , y)|x − y |−α−d , x , y ∈ D,
and the killing function κ : D → [0,∞) which satisfies κ(x) � δD(x)−α.The boundary term B(x , y) depends on δD(x), δD(y) and |x − y |.
Assumptions on B(x , y):
(B1) B(x , y) = B(y , x) for all x , y ∈ D.(B2) There exists C2 > 0 such that B(x , y) ≤ C2.(B3) For every a ∈ (0, 1) there exists C3 = C3(a) > 0 such thatB(x , y) ≥ C3 whenever δD(x) ∧ δD(y) ≥ a|x − y |.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 22 / 33
Jump kernels decaying at the boundary
Assumptions on B
Let D be an open subset of Rd and α ∈ (0, 2). Let Y = Y D,κ be a Huntprocess with the Dirichlet form whose jumping kernel has the form
JD(x , y) = B(x , y)|x − y |−α−d , x , y ∈ D,
and the killing function κ : D → [0,∞) which satisfies κ(x) � δD(x)−α.The boundary term B(x , y) depends on δD(x), δD(y) and |x − y |.
Assumptions on B(x , y):
(B1) B(x , y) = B(y , x) for all x , y ∈ D.(B2) There exists C2 > 0 such that B(x , y) ≤ C2.(B3) For every a ∈ (0, 1) there exists C3 = C3(a) > 0 such thatB(x , y) ≥ C3 whenever δD(x) ∧ δD(y) ≥ a|x − y |.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 22 / 33
Jump kernels decaying at the boundary
Assumptions on B
Let D be an open subset of Rd and α ∈ (0, 2). Let Y = Y D,κ be a Huntprocess with the Dirichlet form whose jumping kernel has the form
JD(x , y) = B(x , y)|x − y |−α−d , x , y ∈ D,
and the killing function κ : D → [0,∞) which satisfies κ(x) � δD(x)−α.The boundary term B(x , y) depends on δD(x), δD(y) and |x − y |.
Assumptions on B(x , y):(B1) B(x , y) = B(y , x) for all x , y ∈ D.
(B2) There exists C2 > 0 such that B(x , y) ≤ C2.(B3) For every a ∈ (0, 1) there exists C3 = C3(a) > 0 such thatB(x , y) ≥ C3 whenever δD(x) ∧ δD(y) ≥ a|x − y |.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 22 / 33
Jump kernels decaying at the boundary
Assumptions on B
Let D be an open subset of Rd and α ∈ (0, 2). Let Y = Y D,κ be a Huntprocess with the Dirichlet form whose jumping kernel has the form
JD(x , y) = B(x , y)|x − y |−α−d , x , y ∈ D,
and the killing function κ : D → [0,∞) which satisfies κ(x) � δD(x)−α.The boundary term B(x , y) depends on δD(x), δD(y) and |x − y |.
Assumptions on B(x , y):(B1) B(x , y) = B(y , x) for all x , y ∈ D.(B2) There exists C2 > 0 such that B(x , y) ≤ C2.
(B3) For every a ∈ (0, 1) there exists C3 = C3(a) > 0 such thatB(x , y) ≥ C3 whenever δD(x) ∧ δD(y) ≥ a|x − y |.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 22 / 33
Jump kernels decaying at the boundary
Assumptions on B
Let D be an open subset of Rd and α ∈ (0, 2). Let Y = Y D,κ be a Huntprocess with the Dirichlet form whose jumping kernel has the form
JD(x , y) = B(x , y)|x − y |−α−d , x , y ∈ D,
and the killing function κ : D → [0,∞) which satisfies κ(x) � δD(x)−α.The boundary term B(x , y) depends on δD(x), δD(y) and |x − y |.
Assumptions on B(x , y):(B1) B(x , y) = B(y , x) for all x , y ∈ D.(B2) There exists C2 > 0 such that B(x , y) ≤ C2.(B3) For every a ∈ (0, 1) there exists C3 = C3(a) > 0 such thatB(x , y) ≥ C3 whenever δD(x) ∧ δD(y) ≥ a|x − y |.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 22 / 33
Jump kernels decaying at the boundary
Assumptions on B , cont.
(B4) There exists δ > 0 and C4 > 0 such that
0 ≤ 1− B(x , y) ≤ C4
(|x − y |
δD(x) ∧ δD(y)
)δwhenever δD(x) ∧ δD(y) ≥ |x − y |.
(B5) For every ε ∈ (0, 1) there exists C5 = C5(ε) ≥ 1 with the following property: Forevery x0 ∈ D and every r > 0 such that B(x0, (1 + ε)r) ⊂ D, we have for allx1, x2 ∈ B(x0, r) and all z ∈ D \ B(x0, (1 + ε)r),
C−15 B(x1, z) ≤ B(x2, z) ≤ C5B(x1, z) .
(B6) There exist β > 0 and C7 > 0 such that if δD(x) ≤ δD(z) and |y − z | ≤ M|y − x |with M ≥ 1, then
B(x , y) ≤ C7MβB(z , y) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 23 / 33
Jump kernels decaying at the boundary
Assumptions on B , cont.
(B4) There exists δ > 0 and C4 > 0 such that
0 ≤ 1− B(x , y) ≤ C4
(|x − y |
δD(x) ∧ δD(y)
)δwhenever δD(x) ∧ δD(y) ≥ |x − y |.
(B5) For every ε ∈ (0, 1) there exists C5 = C5(ε) ≥ 1 with the following property: Forevery x0 ∈ D and every r > 0 such that B(x0, (1 + ε)r) ⊂ D, we have for allx1, x2 ∈ B(x0, r) and all z ∈ D \ B(x0, (1 + ε)r),
C−15 B(x1, z) ≤ B(x2, z) ≤ C5B(x1, z) .
(B6) There exist β > 0 and C7 > 0 such that if δD(x) ≤ δD(z) and |y − z | ≤ M|y − x |with M ≥ 1, then
B(x , y) ≤ C7MβB(z , y) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 23 / 33
Jump kernels decaying at the boundary
Assumptions on B , cont.
(B4) There exists δ > 0 and C4 > 0 such that
0 ≤ 1− B(x , y) ≤ C4
(|x − y |
δD(x) ∧ δD(y)
)δwhenever δD(x) ∧ δD(y) ≥ |x − y |.
(B5) For every ε ∈ (0, 1) there exists C5 = C5(ε) ≥ 1 with the following property: Forevery x0 ∈ D and every r > 0 such that B(x0, (1 + ε)r) ⊂ D, we have for allx1, x2 ∈ B(x0, r) and all z ∈ D \ B(x0, (1 + ε)r),
C−15 B(x1, z) ≤ B(x2, z) ≤ C5B(x1, z) .
(B6) There exist β > 0 and C7 > 0 such that if δD(x) ≤ δD(z) and |y − z | ≤ M|y − x |with M ≥ 1, then
B(x , y) ≤ C7MβB(z , y) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 23 / 33
Jump kernels decaying at the boundary
Examples of B
Let β1, β2, β3 ≥ 0 such that β1 > 0 if β3 > 0. Let
L(x , y) :=log(
1 + (δD (x)∨δD (y))∧|x−y|δD (x)∧δD (y)∧|x−y|
)log 2
,
The following functions satisfy assumptions (B1)-(B6).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y | ∧ 1
)β1(δD(x) ∨ δD(y)
|x − y | ∧ 1
)β2
L(x , y)β3 .
B(x , y) :=
((δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2∧ 1
)L(x , y)β3 .
B(x , y) :=(δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2 + (δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2L(x , y)β3 .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 24 / 33
Jump kernels decaying at the boundary
Examples of B
Let β1, β2, β3 ≥ 0 such that β1 > 0 if β3 > 0. Let
L(x , y) :=log(
1 + (δD (x)∨δD (y))∧|x−y|δD (x)∧δD (y)∧|x−y|
)log 2
,
The following functions satisfy assumptions (B1)-(B6).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y | ∧ 1
)β1(δD(x) ∨ δD(y)
|x − y | ∧ 1
)β2
L(x , y)β3 .
B(x , y) :=
((δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2∧ 1
)L(x , y)β3 .
B(x , y) :=(δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2 + (δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2L(x , y)β3 .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 24 / 33
Jump kernels decaying at the boundary
Examples of B
Let β1, β2, β3 ≥ 0 such that β1 > 0 if β3 > 0. Let
L(x , y) :=log(
1 + (δD (x)∨δD (y))∧|x−y|δD (x)∧δD (y)∧|x−y|
)log 2
,
The following functions satisfy assumptions (B1)-(B6).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y | ∧ 1
)β1(δD(x) ∨ δD(y)
|x − y | ∧ 1
)β2
L(x , y)β3 .
B(x , y) :=
((δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2∧ 1
)L(x , y)β3 .
B(x , y) :=(δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2 + (δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2L(x , y)β3 .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 24 / 33
Jump kernels decaying at the boundary
Examples of B
Let β1, β2, β3 ≥ 0 such that β1 > 0 if β3 > 0. Let
L(x , y) :=log(
1 + (δD (x)∨δD (y))∧|x−y|δD (x)∧δD (y)∧|x−y|
)log 2
,
The following functions satisfy assumptions (B1)-(B6).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y | ∧ 1
)β1(δD(x) ∨ δD(y)
|x − y | ∧ 1
)β2
L(x , y)β3 .
B(x , y) :=
((δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2∧ 1
)L(x , y)β3 .
B(x , y) :=(δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2 + (δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2L(x , y)β3 .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 24 / 33
Jump kernels decaying at the boundary
Examples of B
Let β1, β2, β3 ≥ 0 such that β1 > 0 if β3 > 0. Let
L(x , y) :=log(
1 + (δD (x)∨δD (y))∧|x−y|δD (x)∧δD (y)∧|x−y|
)log 2
,
The following functions satisfy assumptions (B1)-(B6).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y | ∧ 1
)β1(δD(x) ∨ δD(y)
|x − y | ∧ 1
)β2
L(x , y)β3 .
B(x , y) :=
((δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2∧ 1
)L(x , y)β3 .
B(x , y) :=(δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2
|x − y |β1+β2 + (δD(x) ∧ δD(y))β1 (δD(x) ∨ δD(y))β2L(x , y)β3 .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 24 / 33
Jump kernels decaying at the boundary
Examples of B , cont.
All three boundary functions are comparable:
B(x , y) � B(x , y) � B(x , y), x , y ∈ D .
For certain choices of parameters β1, β2, β3, they are comparable toboundary terms of subordinate killed stable processes.Note that comparability implies that if the assumptions (B2), (B3), (B5)and (B6) hold for one of these functions, then they hold for the others aswell.
The boundary terms of subordinate killed stable processes satisfyassumptions (B1)-(B6).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 25 / 33
Jump kernels decaying at the boundary
Examples of B , cont.
All three boundary functions are comparable:
B(x , y) � B(x , y) � B(x , y), x , y ∈ D .
For certain choices of parameters β1, β2, β3, they are comparable toboundary terms of subordinate killed stable processes.
Note that comparability implies that if the assumptions (B2), (B3), (B5)and (B6) hold for one of these functions, then they hold for the others aswell.
The boundary terms of subordinate killed stable processes satisfyassumptions (B1)-(B6).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 25 / 33
Jump kernels decaying at the boundary
Examples of B , cont.
All three boundary functions are comparable:
B(x , y) � B(x , y) � B(x , y), x , y ∈ D .
For certain choices of parameters β1, β2, β3, they are comparable toboundary terms of subordinate killed stable processes.Note that comparability implies that if the assumptions (B2), (B3), (B5)and (B6) hold for one of these functions, then they hold for the others aswell.
The boundary terms of subordinate killed stable processes satisfyassumptions (B1)-(B6).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 25 / 33
Jump kernels decaying at the boundary
Examples of B , cont.
All three boundary functions are comparable:
B(x , y) � B(x , y) � B(x , y), x , y ∈ D .
For certain choices of parameters β1, β2, β3, they are comparable toboundary terms of subordinate killed stable processes.Note that comparability implies that if the assumptions (B2), (B3), (B5)and (B6) hold for one of these functions, then they hold for the others aswell.
The boundary terms of subordinate killed stable processes satisfyassumptions (B1)-(B6).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 25 / 33
Jump kernels decaying at the boundary
Interior results
Assume (B1)-(B5). We first prove that for a sufficiently small open set U ⊂ D which issufficiently far away from the boundary ∂D, the Green function of Y killed upon exitingU, GY
U , is comparable to the Green function of the α-stable process when it exits U.
This allows us to estimate the expected exit time from the ball B(x0, r) (away from theboundary): ExτB(x0,r) � rα for x close to the center x0.
Theorem (Harnack inequality):(a) There exists a constant C > 0 such that for any r ∈ (0, 1] and B(x0, r) ⊂ D and anyBorel function f which is non-negative in D and harmonic in B(x0, r) with respect to Y ,we have
f (x) ≤ Cf (y), for all x , y ∈ B(x0, r/2).
(b) For every K > 0 and every L > 0 there exists a constant C = C(K , L) > 0 such thatfor any r < K/L and any Borel function f which is non-negative in D and harmonic inB(x1, r) ∪ B(x2, r) with respect to Y we have
f (x2) ≤ CLd+αf (x1) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 26 / 33
Jump kernels decaying at the boundary
Interior results
Assume (B1)-(B5). We first prove that for a sufficiently small open set U ⊂ D which issufficiently far away from the boundary ∂D, the Green function of Y killed upon exitingU, GY
U , is comparable to the Green function of the α-stable process when it exits U.
This allows us to estimate the expected exit time from the ball B(x0, r) (away from theboundary): ExτB(x0,r) � rα for x close to the center x0.
Theorem (Harnack inequality):(a) There exists a constant C > 0 such that for any r ∈ (0, 1] and B(x0, r) ⊂ D and anyBorel function f which is non-negative in D and harmonic in B(x0, r) with respect to Y ,we have
f (x) ≤ Cf (y), for all x , y ∈ B(x0, r/2).
(b) For every K > 0 and every L > 0 there exists a constant C = C(K , L) > 0 such thatfor any r < K/L and any Borel function f which is non-negative in D and harmonic inB(x1, r) ∪ B(x2, r) with respect to Y we have
f (x2) ≤ CLd+αf (x1) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 26 / 33
Jump kernels decaying at the boundary
Interior results
Assume (B1)-(B5). We first prove that for a sufficiently small open set U ⊂ D which issufficiently far away from the boundary ∂D, the Green function of Y killed upon exitingU, GY
U , is comparable to the Green function of the α-stable process when it exits U.This allows us to estimate the expected exit time from the ball B(x0, r) (away from theboundary): ExτB(x0,r) � rα for x close to the center x0.
Theorem (Harnack inequality):(a) There exists a constant C > 0 such that for any r ∈ (0, 1] and B(x0, r) ⊂ D and anyBorel function f which is non-negative in D and harmonic in B(x0, r) with respect to Y ,we have
f (x) ≤ Cf (y), for all x , y ∈ B(x0, r/2).
(b) For every K > 0 and every L > 0 there exists a constant C = C(K , L) > 0 such thatfor any r < K/L and any Borel function f which is non-negative in D and harmonic inB(x1, r) ∪ B(x2, r) with respect to Y we have
f (x2) ≤ CLd+αf (x1) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 26 / 33
Jump kernels decaying at the boundary
Interior results
Assume (B1)-(B5). We first prove that for a sufficiently small open set U ⊂ D which issufficiently far away from the boundary ∂D, the Green function of Y killed upon exitingU, GY
U , is comparable to the Green function of the α-stable process when it exits U.This allows us to estimate the expected exit time from the ball B(x0, r) (away from theboundary): ExτB(x0,r) � rα for x close to the center x0.
Theorem (Harnack inequality):(a) There exists a constant C > 0 such that for any r ∈ (0, 1] and B(x0, r) ⊂ D and anyBorel function f which is non-negative in D and harmonic in B(x0, r) with respect to Y ,we have
f (x) ≤ Cf (y), for all x , y ∈ B(x0, r/2).
(b) For every K > 0 and every L > 0 there exists a constant C = C(K , L) > 0 such thatfor any r < K/L and any Borel function f which is non-negative in D and harmonic inB(x1, r) ∪ B(x2, r) with respect to Y we have
f (x2) ≤ CLd+αf (x1) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 26 / 33
Jump kernels decaying at the boundary
Interior results
Assume (B1)-(B5). We first prove that for a sufficiently small open set U ⊂ D which issufficiently far away from the boundary ∂D, the Green function of Y killed upon exitingU, GY
U , is comparable to the Green function of the α-stable process when it exits U.This allows us to estimate the expected exit time from the ball B(x0, r) (away from theboundary): ExτB(x0,r) � rα for x close to the center x0.
Theorem (Harnack inequality):(a) There exists a constant C > 0 such that for any r ∈ (0, 1] and B(x0, r) ⊂ D and anyBorel function f which is non-negative in D and harmonic in B(x0, r) with respect to Y ,we have
f (x) ≤ Cf (y), for all x , y ∈ B(x0, r/2).
(b) For every K > 0 and every L > 0 there exists a constant C = C(K , L) > 0 such thatfor any r < K/L and any Borel function f which is non-negative in D and harmonic inB(x1, r) ∪ B(x2, r) with respect to Y we have
f (x2) ≤ CLd+αf (x1) .
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 26 / 33
Jump kernels decaying at the boundary
Carleson’s inequality
Theorem: Suppose that D ⊂ Rd is a κ-fat open set with characteristics(R, κ) and assume that (B1)-(B6) hold true. There exists a constantC = C (R, κ) > 0 such that for every Q ∈ ∂D, 0 < r < R/2, and everynon-negative function f in D that is harmonic in D ∩ B(Q, r) with respectto Y and vanishes continuously on ∂D ∩ B(Q, r), we have
f (x) ≤ Cf (x0) for x ∈ D ∩ B(Q, r/2),
where x0 ∈ D ∩ B(Q, r) with δD(x0) ≥ κr/2.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 27 / 33
Jump kernels decaying at the boundary
The half-space case
From now on we assume that D = Rd+ = {x = (x , xd) : xd > 0}.
Assumptions on B: We assume that B satisfies (B1), (B4), and
(B7) There exist a constant C8 ≥ 1 and parameters β1, β2, β3 ≥ 0 withβ1 > 0 if β3 > 0 such that
C−18 B(x , y) ≤ B(x , y) ≤ C8B(x , y) , x , y ∈ Rd
+.
(B8) For all x , y ∈ Rd+ and all a > 0, B(ax , ay) = B(x , y).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y |∧ 1
)β1(δD(x) ∨ δD(y)
|x − y |∧ 1
)β2
L(x , y)β3 .
Under (B8), Y enjoys α-scaling: If Y(r)t = rYr−αt , then (Y (r),Prx) has
the same law as (Y ,Px).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 28 / 33
Jump kernels decaying at the boundary
The half-space case
From now on we assume that D = Rd+ = {x = (x , xd) : xd > 0}.
Assumptions on B: We assume that B satisfies (B1), (B4), and
(B7) There exist a constant C8 ≥ 1 and parameters β1, β2, β3 ≥ 0 withβ1 > 0 if β3 > 0 such that
C−18 B(x , y) ≤ B(x , y) ≤ C8B(x , y) , x , y ∈ Rd
+.
(B8) For all x , y ∈ Rd+ and all a > 0, B(ax , ay) = B(x , y).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y |∧ 1
)β1(δD(x) ∨ δD(y)
|x − y |∧ 1
)β2
L(x , y)β3 .
Under (B8), Y enjoys α-scaling: If Y(r)t = rYr−αt , then (Y (r),Prx) has
the same law as (Y ,Px).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 28 / 33
Jump kernels decaying at the boundary
The half-space case
From now on we assume that D = Rd+ = {x = (x , xd) : xd > 0}.
Assumptions on B: We assume that B satisfies (B1), (B4), and
(B7) There exist a constant C8 ≥ 1 and parameters β1, β2, β3 ≥ 0 withβ1 > 0 if β3 > 0 such that
C−18 B(x , y) ≤ B(x , y) ≤ C8B(x , y) , x , y ∈ Rd
+.
(B8) For all x , y ∈ Rd+ and all a > 0, B(ax , ay) = B(x , y).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y |∧ 1
)β1(δD(x) ∨ δD(y)
|x − y |∧ 1
)β2
L(x , y)β3 .
Under (B8), Y enjoys α-scaling: If Y(r)t = rYr−αt , then (Y (r),Prx) has
the same law as (Y ,Px).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 28 / 33
Jump kernels decaying at the boundary
The half-space case
From now on we assume that D = Rd+ = {x = (x , xd) : xd > 0}.
Assumptions on B: We assume that B satisfies (B1), (B4), and
(B7) There exist a constant C8 ≥ 1 and parameters β1, β2, β3 ≥ 0 withβ1 > 0 if β3 > 0 such that
C−18 B(x , y) ≤ B(x , y) ≤ C8B(x , y) , x , y ∈ Rd
+.
(B8) For all x , y ∈ Rd+ and all a > 0, B(ax , ay) = B(x , y).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y |∧ 1
)β1(δD(x) ∨ δD(y)
|x − y |∧ 1
)β2
L(x , y)β3 .
Under (B8), Y enjoys α-scaling: If Y(r)t = rYr−αt , then (Y (r),Prx) has
the same law as (Y ,Px).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 28 / 33
Jump kernels decaying at the boundary
The half-space case
From now on we assume that D = Rd+ = {x = (x , xd) : xd > 0}.
Assumptions on B: We assume that B satisfies (B1), (B4), and
(B7) There exist a constant C8 ≥ 1 and parameters β1, β2, β3 ≥ 0 withβ1 > 0 if β3 > 0 such that
C−18 B(x , y) ≤ B(x , y) ≤ C8B(x , y) , x , y ∈ Rd
+.
(B8) For all x , y ∈ Rd+ and all a > 0, B(ax , ay) = B(x , y).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y |∧ 1
)β1(δD(x) ∨ δD(y)
|x − y |∧ 1
)β2
L(x , y)β3 .
Under (B8), Y enjoys α-scaling: If Y(r)t = rYr−αt , then (Y (r),Prx) has
the same law as (Y ,Px).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 28 / 33
Jump kernels decaying at the boundary
The half-space case
From now on we assume that D = Rd+ = {x = (x , xd) : xd > 0}.
Assumptions on B: We assume that B satisfies (B1), (B4), and
(B7) There exist a constant C8 ≥ 1 and parameters β1, β2, β3 ≥ 0 withβ1 > 0 if β3 > 0 such that
C−18 B(x , y) ≤ B(x , y) ≤ C8B(x , y) , x , y ∈ Rd
+.
(B8) For all x , y ∈ Rd+ and all a > 0, B(ax , ay) = B(x , y).
B(x , y) =
(δD(x) ∧ δD(y)
|x − y |∧ 1
)β1(δD(x) ∨ δD(y)
|x − y |∧ 1
)β2
L(x , y)β3 .
Under (B8), Y enjoys α-scaling: If Y(r)t = rYr−αt , then (Y (r),Prx) has
the same law as (Y ,Px).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 28 / 33
Jump kernels decaying at the boundary
The operator LB
For f : Rd+ → [0,∞), we set for x ∈ Rd
+,
LBαf (x) := p.v.
∫Rd
+
f (y)− f (x)
|y − x |d+αB(x , y) dy = p.v.
∫Rd
+
(f (y)− f (x))JRd+ (x , y) dy ,
whenever the principal value integral on the right hand side makes sense.
Let gp : Rd+ → R be defined by gp(y) = yp
d . Set ed = (0, 1).
Lemma: Assume (B1), (B7) and (B8). Let p ∈ ((α− 1)+, α + β1). Then
LBαgp(x) = C(α, p,B)xp−α
d ,
where C(α, p,B) is given by∫Rd−1
1
(|u|2 + 1)(d+α)/2
(∫ 1
0
(wp − 1)(1− wα−p−1)
(1− w)1+αB((1− w)u, 1),wed
)dw
)du .
The function p 7→ C(α, p,B) is increasing and maps ((α− 1)+, α + β1) onto (0,∞).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 29 / 33
Jump kernels decaying at the boundary
The operator LB
For f : Rd+ → [0,∞), we set for x ∈ Rd
+,
LBαf (x) := p.v.
∫Rd
+
f (y)− f (x)
|y − x |d+αB(x , y) dy = p.v.
∫Rd
+
(f (y)− f (x))JRd+ (x , y) dy ,
whenever the principal value integral on the right hand side makes sense.
Let gp : Rd+ → R be defined by gp(y) = yp
d . Set ed = (0, 1).
Lemma: Assume (B1), (B7) and (B8). Let p ∈ ((α− 1)+, α + β1). Then
LBαgp(x) = C(α, p,B)xp−α
d ,
where C(α, p,B) is given by∫Rd−1
1
(|u|2 + 1)(d+α)/2
(∫ 1
0
(wp − 1)(1− wα−p−1)
(1− w)1+αB((1− w)u, 1),wed
)dw
)du .
The function p 7→ C(α, p,B) is increasing and maps ((α− 1)+, α + β1) onto (0,∞).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 29 / 33
Jump kernels decaying at the boundary
The operator LB
For f : Rd+ → [0,∞), we set for x ∈ Rd
+,
LBαf (x) := p.v.
∫Rd
+
f (y)− f (x)
|y − x |d+αB(x , y) dy = p.v.
∫Rd
+
(f (y)− f (x))JRd+ (x , y) dy ,
whenever the principal value integral on the right hand side makes sense.
Let gp : Rd+ → R be defined by gp(y) = yp
d . Set ed = (0, 1).Lemma: Assume (B1), (B7) and (B8). Let p ∈ ((α− 1)+, α + β1). Then
LBαgp(x) = C(α, p,B)xp−α
d ,
where C(α, p,B) is given by∫Rd−1
1
(|u|2 + 1)(d+α)/2
(∫ 1
0
(wp − 1)(1− wα−p−1)
(1− w)1+αB((1− w)u, 1),wed
)dw
)du .
The function p 7→ C(α, p,B) is increasing and maps ((α− 1)+, α + β1) onto (0,∞).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 29 / 33
Jump kernels decaying at the boundary
The operator LB
For f : Rd+ → [0,∞), we set for x ∈ Rd
+,
LBαf (x) := p.v.
∫Rd
+
f (y)− f (x)
|y − x |d+αB(x , y) dy = p.v.
∫Rd
+
(f (y)− f (x))JRd+ (x , y) dy ,
whenever the principal value integral on the right hand side makes sense.
Let gp : Rd+ → R be defined by gp(y) = yp
d . Set ed = (0, 1).Lemma: Assume (B1), (B7) and (B8). Let p ∈ ((α− 1)+, α + β1). Then
LBαgp(x) = C(α, p,B)xp−α
d ,
where C(α, p,B) is given by∫Rd−1
1
(|u|2 + 1)(d+α)/2
(∫ 1
0
(wp − 1)(1− wα−p−1)
(1− w)1+αB((1− w)u, 1),wed
)dw
)du .
The function p 7→ C(α, p,B) is increasing and maps ((α− 1)+, α + β1) onto (0,∞).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 29 / 33
Jump kernels decaying at the boundary
Operator LB
Recall gp(x) = xpd with p ∈ ((α− 1)+, α + β1).
SetLB f (x) := LBα f (x)− C (α, p,B)x−αd f (x) , x ∈ Rd
+ ,
so that LBgp(x) = 0.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 30 / 33
Jump kernels decaying at the boundary
Operator LB
Recall gp(x) = xpd with p ∈ ((α− 1)+, α + β1).Set
LB f (x) := LBα f (x)− C (α, p,B)x−αd f (x) , x ∈ Rd+ ,
so that LBgp(x) = 0.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 30 / 33
Jump kernels decaying at the boundary
Exit probabilities
For a, b > 0 define D(a, b) := {x = (x , xd) ∈ Rd : |x | < a, 0 < xd < b}and U(r) = D( r
2 ,r2 ). Write U for U(1).
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Ex
∫ τU
0(Y d
t )β1 | logY dt |β3 dt � xpd .
If p ∈ ((α− 1)+, α), then ExτU � xpd .
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Px(YτU ∈ D(1/2, 1) \ D(1/2, 3/4)) � xpd .
The key to the proofs is finding a good testing function φ and thenestimating LBφ.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 31 / 33
Jump kernels decaying at the boundary
Exit probabilities
For a, b > 0 define D(a, b) := {x = (x , xd) ∈ Rd : |x | < a, 0 < xd < b}and U(r) = D( r
2 ,r2 ). Write U for U(1).
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Ex
∫ τU
0(Y d
t )β1 | logY dt |β3 dt � xpd .
If p ∈ ((α− 1)+, α), then ExτU � xpd .
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Px(YτU ∈ D(1/2, 1) \ D(1/2, 3/4)) � xpd .
The key to the proofs is finding a good testing function φ and thenestimating LBφ.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 31 / 33
Jump kernels decaying at the boundary
Exit probabilities
For a, b > 0 define D(a, b) := {x = (x , xd) ∈ Rd : |x | < a, 0 < xd < b}and U(r) = D( r
2 ,r2 ). Write U for U(1).
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Ex
∫ τU
0(Y d
t )β1 | logY dt |β3 dt � xpd .
If p ∈ ((α− 1)+, α), then ExτU � xpd .
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Px(YτU ∈ D(1/2, 1) \ D(1/2, 3/4)) � xpd .
The key to the proofs is finding a good testing function φ and thenestimating LBφ.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 31 / 33
Jump kernels decaying at the boundary
Exit probabilities
For a, b > 0 define D(a, b) := {x = (x , xd) ∈ Rd : |x | < a, 0 < xd < b}and U(r) = D( r
2 ,r2 ). Write U for U(1).
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Ex
∫ τU
0(Y d
t )β1 | logY dt |β3 dt � xpd .
If p ∈ ((α− 1)+, α), then ExτU � xpd .
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Px(YτU ∈ D(1/2, 1) \ D(1/2, 3/4)) � xpd .
The key to the proofs is finding a good testing function φ and thenestimating LBφ.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 31 / 33
Jump kernels decaying at the boundary
Exit probabilities
For a, b > 0 define D(a, b) := {x = (x , xd) ∈ Rd : |x | < a, 0 < xd < b}and U(r) = D( r
2 ,r2 ). Write U for U(1).
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Ex
∫ τU
0(Y d
t )β1 | logY dt |β3 dt � xpd .
If p ∈ ((α− 1)+, α), then ExτU � xpd .
Lemma: For every x = (0, xd) with 0 < xd < 1/4,
Px(YτU ∈ D(1/2, 1) \ D(1/2, 3/4)) � xpd .
The key to the proofs is finding a good testing function φ and thenestimating LBφ.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 31 / 33
Jump kernels decaying at the boundary
Boundary Harnack principle
Recall (B4): There exist δ > 0 and C4 > 0 such that
0 ≤ 1− B(x , y) ≤ C4
(|x − y |
δD(x) ∧ δD(y)
)δwhenever δD(x)∧ δD(y) ≥ |x − y | and note that if B = B or B = B, then any δ > 0 willdo (in particular δ = 1), while for B = B, δ = β1 + β2.
Theorem (BHP): Suppose that δ > (α− 1)+ and either(a) β1 = β2 = β > 0 and β3 = 0, or (b) p < α.There exists C > 0 such that for any non-negative function f in Rd
+ which is harmonic
in D(2, 2) with respect to Y = Y Rd+,κ and vanishes continuously on B(0, 2) ∩ ∂Rd
+,
f (x)
xpd
≤ Cf (y)
ypd
, x , y ∈ D(1/2, 1/2).
In case (a)
B(x , y) =
(δD(x)
|x − y | ∧ 1
)β (δD(y)
|x − y | ∧ 1
)βand p ∈ ((α− 1)+, α + β).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 32 / 33
Jump kernels decaying at the boundary
Boundary Harnack principle
Recall (B4): There exist δ > 0 and C4 > 0 such that
0 ≤ 1− B(x , y) ≤ C4
(|x − y |
δD(x) ∧ δD(y)
)δwhenever δD(x)∧ δD(y) ≥ |x − y | and note that if B = B or B = B, then any δ > 0 willdo (in particular δ = 1), while for B = B, δ = β1 + β2.Theorem (BHP): Suppose that δ > (α− 1)+ and either(a) β1 = β2 = β > 0 and β3 = 0, or (b) p < α.
There exists C > 0 such that for any non-negative function f in Rd+ which is harmonic
in D(2, 2) with respect to Y = Y Rd+,κ and vanishes continuously on B(0, 2) ∩ ∂Rd
+,
f (x)
xpd
≤ Cf (y)
ypd
, x , y ∈ D(1/2, 1/2).
In case (a)
B(x , y) =
(δD(x)
|x − y | ∧ 1
)β (δD(y)
|x − y | ∧ 1
)βand p ∈ ((α− 1)+, α + β).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 32 / 33
Jump kernels decaying at the boundary
Boundary Harnack principle
Recall (B4): There exist δ > 0 and C4 > 0 such that
0 ≤ 1− B(x , y) ≤ C4
(|x − y |
δD(x) ∧ δD(y)
)δwhenever δD(x)∧ δD(y) ≥ |x − y | and note that if B = B or B = B, then any δ > 0 willdo (in particular δ = 1), while for B = B, δ = β1 + β2.Theorem (BHP): Suppose that δ > (α− 1)+ and either(a) β1 = β2 = β > 0 and β3 = 0, or (b) p < α.There exists C > 0 such that for any non-negative function f in Rd
+ which is harmonic
in D(2, 2) with respect to Y = Y Rd+,κ and vanishes continuously on B(0, 2) ∩ ∂Rd
+,
f (x)
xpd
≤ Cf (y)
ypd
, x , y ∈ D(1/2, 1/2).
In case (a)
B(x , y) =
(δD(x)
|x − y | ∧ 1
)β (δD(y)
|x − y | ∧ 1
)βand p ∈ ((α− 1)+, α + β).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 32 / 33
Jump kernels decaying at the boundary
Boundary Harnack principle
Recall (B4): There exist δ > 0 and C4 > 0 such that
0 ≤ 1− B(x , y) ≤ C4
(|x − y |
δD(x) ∧ δD(y)
)δwhenever δD(x)∧ δD(y) ≥ |x − y | and note that if B = B or B = B, then any δ > 0 willdo (in particular δ = 1), while for B = B, δ = β1 + β2.Theorem (BHP): Suppose that δ > (α− 1)+ and either(a) β1 = β2 = β > 0 and β3 = 0, or (b) p < α.There exists C > 0 such that for any non-negative function f in Rd
+ which is harmonic
in D(2, 2) with respect to Y = Y Rd+,κ and vanishes continuously on B(0, 2) ∩ ∂Rd
+,
f (x)
xpd
≤ Cf (y)
ypd
, x , y ∈ D(1/2, 1/2).
In case (a)
B(x , y) =
(δD(x)
|x − y | ∧ 1
)β (δD(y)
|x − y | ∧ 1
)βand p ∈ ((α− 1)+, α + β).
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 32 / 33
Jump kernels decaying at the boundary
Failure of BHP
Theorem: Assume that α < p < α+ β1, α+ β2 < p and β3 ≥ 0. Then thenon-scale-invariant boundary Harnack principle is not valid for Y = Y Rd
+,κ.
Zoran Vondracek (University of Zagreb) Potential theory of jump processes Bedlewo, May 24, 2019 33 / 33