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Quickest drift change detection in Lévy-type force of mortality model

Authors :
Zbigniew Palmowski
Łukasz Płociniczak
Michał Krawiec
Source :
Applied Mathematics and Computation. 338:432-450
Publication Year :
2018
Publisher :
Elsevier BV, 2018.

Abstract

In this paper, we give solution to the quickest drift change detection problem for a Levy process consisting of both a continuous Gaussian part and a jump component. We consider here Bayesian framework with an exponential a priori distribution of the change point using an optimality criterion based on a probability of false alarm and an expected delay of the detection. Our approach is based on the optimal stopping theory and solving some boundary value problem. Paper is supplemented by an extensive numerical analysis related with the construction of the Generalized Shiryaev-Roberts statistics. In particular, we apply this method (after appropriate calibration) to analyse Polish life tables and to model the force of mortality in this population with a drift changing in time.

Details

ISSN :
00963003
Volume :
338
Database :
OpenAIRE
Journal :
Applied Mathematics and Computation
Accession number :
edsair.doi...........403ea0e514ead24079804576408e4515