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Statistical computation of a superposition of infinitely many Ornstein–Uhlenbeck processes.

Authors :
Yoshioka, Hidekazu
Tanaka, Tomohiro
Yoshioka, Yumi
Hashiguchi, Ayumi
Source :
AIP Conference Proceedings. 2024, Vol. 3094 Issue 1, p1-4. 4p.
Publication Year :
2024

Abstract

Superposition of Ornstein–Uhlenbeck processes, called supOU process, is an integration of (infinitely) many OU processes via Lévy bases. We present its Monte–Carlo method (MCM) based on the Markovian lift to efficiently handle the infinite-dimensional nature by a finite-dimensional truncation. In this method, the supOU process is discretized in time using an existing explicit scheme, while in the phase space by a quantile discretization. Numerical experiments are carried out to evaluate the performance of the MCM and to compare it with a Fourier inversion method. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
3094
Issue :
1
Database :
Academic Search Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
177745234
Full Text :
https://doi.org/10.1063/5.0210146