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CARMA processes as solutions of integral equations.

Authors :
Brockwell, Peter J.
Lindner, Alexander
Source :
Statistics & Probability Letters. Dec2015, Vol. 107, p221-227. 7p.
Publication Year :
2015

Abstract

A CARMA ( p , q ) process is defined by suitable interpretation of the formal p th order differential equation a ( D ) Y t = b ( D ) D L t , where L is a two-sided Lévy process, a ( z ) and b ( z ) are polynomials of degrees p and q , respectively, with p > q , and D denotes the differentiation operator. Since derivatives of Lévy processes do not exist in the usual sense, the rigorous definition of a CARMA process is based on a corresponding state space equation. In this note, we show that the state space definition is also equivalent to the integral equation a ( D ) J p Y t = b ( D ) J p − 1 L t + r t , where J , defined by J f t : = ∫ 0 t f s d s , denotes the integration operator and r t is a suitable polynomial of degree at most p − 1 . This equation has well defined solutions and provides a natural interpretation of the formal equation a ( D ) Y t = b ( D ) D L t . [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01677152
Volume :
107
Database :
Academic Search Index
Journal :
Statistics & Probability Letters
Publication Type :
Periodical
Accession number :
110429304
Full Text :
https://doi.org/10.1016/j.spl.2015.08.026