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Dokumenttyp:
Zeitschriftenaufsatz
Autor(en):
Esmaeili, H., and Klüppelberg, C.
Titel:
Two-step estimation of a multi-variate Lévy process
Abstract:
Based on the concept of a Lévy copula to describe the dependence structure of a multi-variate Lévy process, we present a new estimation procedure. We consider a parametric model for the marginal Lévy processes as well as for the Lévy copula and estimate the parameters by a two-step procedure. We first estimate the parameters of the marginal processes and then estimate in a second step only the dependence structure parameter. For infinite Lévy measures, we truncate the small jumps and base our st...     »
Stichworte:
Dependence structure; Godambe information matrix; IFM, inference functions for margins; Lévy copula; maximum likelihood estimation; multi-variate Lévy process; reduced likelihood; two-step parameter estimation
Zeitschriftentitel:
Journal of Time Series Analysis
Jahr:
2013
Band / Volume:
34
Heft / Issue:
6
Seitenangaben Beitrag:
668-690
Reviewed:
ja
Sprache:
en
Volltext / DOI:
doi:10.1111/jtsa.12042
Status:
Verlagsversion / published
TUM Einrichtung:
Lehrstuhl für Mathematische Statistik
Format:
Text
 BibTeX