Stable Lévy Motion with Values in the Skorokhod Space: Construction and Approximation
In this article, we introduce an infinite-dimensional analogue of the α -stable Lévy motion, defined as a Lévy process Z = { Z ( t ) } t ≥ 0 with values in the space D of càdlàg functions on [0, 1], equipped with Skorokhod’s J 1 topology. For each t ≥ 0 , Z ( t ) is an α -stable process with sample...
Gespeichert in:
Veröffentlicht in: | Journal of theoretical probability 2020-06, Vol.33 (2), p.1061-1110 |
---|---|
Hauptverfasser: | , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | In this article, we introduce an infinite-dimensional analogue of the
α
-stable Lévy motion, defined as a Lévy process
Z
=
{
Z
(
t
)
}
t
≥
0
with values in the space
D
of càdlàg functions on [0, 1], equipped with Skorokhod’s
J
1
topology. For each
t
≥
0
,
Z
(
t
) is an
α
-stable process with sample paths in
D
, denoted by
{
Z
(
t
,
s
)
}
s
∈
[
0
,
1
]
. Intuitively,
Z
(
t
,
s
) gives the value of the process
Z
at time
t
and location
s
in space. This process is closely related to the concept of regular variation for random elements in
D
introduced in de Haan and Lin (Ann Probab 29:467–483,
2001
) and Hult and Lindskog (Stoch Proc Appl 115:249–274,
2005
). We give a construction of
Z
based on a Poisson random measure, and we show that
Z
has a modification whose sample paths are càdlàg functions on
[
0
,
∞
)
with values in
D
. Finally, we prove a functional limit theorem which identifies the distribution of this modification as the limit of the partial sum sequence
{
S
n
(
t
)
=
∑
i
=
1
[
n
t
]
X
i
}
t
≥
0
, suitably normalized and centered, associated with a sequence
(
X
i
)
i
≥
1
of i.i.d. regularly varying elements in
D
. |
---|---|
ISSN: | 0894-9840 1572-9230 |
DOI: | 10.1007/s10959-019-00897-x |