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Quickest drift change detection in Lévy-type force of mortality model
- 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.
- Subjects :
- education.field_of_study
021103 operations research
Optimality criterion
Calibration (statistics)
Applied Mathematics
Population
0211 other engineering and technologies
02 engineering and technology
01 natural sciences
Lévy process
Force of mortality
010104 statistics & probability
Computational Mathematics
Applied mathematics
Optimal stopping
False alarm
0101 mathematics
education
Change detection
Mathematics
Subjects
Details
- ISSN :
- 00963003
- Volume :
- 338
- Database :
- OpenAIRE
- Journal :
- Applied Mathematics and Computation
- Accession number :
- edsair.doi...........403ea0e514ead24079804576408e4515