Karhunen–Loève expansion of a set indexed fractional Brownian motion
This study presents the Karhunen–Loève expansion of a set indexed fractional Brownian motion (sifBM) XH={XAH}A∈A, based on “characterization of set indexed fractional Brownian motion by flows”. The characterization was proven by Herbin and Merzbach (2006), and it says that a set indexed process is a...
Gespeichert in:
Veröffentlicht in: | Statistics & probability letters 2020-01, Vol.156, p.108629, Article 108629 |
---|---|
Hauptverfasser: | , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | This study presents the Karhunen–Loève expansion of a set indexed fractional Brownian motion (sifBM) XH={XAH}A∈A, based on “characterization of set indexed fractional Brownian motion by flows”. The characterization was proven by Herbin and Merzbach (2006), and it says that a set indexed process is a set indexed fractional Brownian motion if and only if its projections on all the increasing paths are one-parameter time changed fractional Brownian motions. The Karhunen–Loève expansion of a sifBM is: XAH=[μ(A)]H∑n=1∞eBnNnJν(γn(μ(A))H+12), for all A∈A.Where {eBn} is an orthonormal sequence of set indexed centered Gaussian variables, Jν is a Bessel function, Nn,γn are constants and {Bn}∈A. In addition, several cases of an expansion of a sifBM on [0,1]d are presented. |
---|---|
ISSN: | 0167-7152 1879-2103 |
DOI: | 10.1016/j.spl.2019.108629 |