Skewed Laplace distributions II: divisibility properties and extensions to stochastic processes.
(2008) In Mathematical Scientist 33(1).- Abstract
- This paper is a continuation of cite{KP06}, where we discussed the origins and inter-relations of major types of skew Laplace distributions. Here, we review the properties of classical and geometric infinite divisibility as well as self-decomposability, which are crucial in extending univariate Laplace models to stochastic processes. General schemes based on these properties lead to several new non-Gaussian stationary autoregressive processes and continuous-time L'evy processes having potential use in stochastic modeling.
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/839289
- author
- Kozubowski, Tomasz and Podgorski, Krzysztof LU
- organization
- publishing date
- 2008
- type
- Contribution to journal
- publication status
- in press
- subject
- keywords
- Mittag-Leffler distribution, non-Gaussian time series model, Linnik distribution, L'evy process, infinite divisibility, geometric summation, geometric infinite divisibility, class L, bilateral exponential law, autoregressive process, Asymmetric Laplace law, self decomposable law, variance-gamma process, skew double-exponential model
- in
- Mathematical Scientist
- volume
- 33
- issue
- 1
- publisher
- Applied Probability Trust
- ISSN
- 0312-3685
- language
- English
- LU publication?
- yes
- id
- 0f598e9b-ea8d-4d4e-9f0d-e5b3bec11441 (old id 839289)
- date added to LUP
- 2016-04-01 14:59:50
- date last changed
- 2018-11-21 20:32:20
@article{0f598e9b-ea8d-4d4e-9f0d-e5b3bec11441, abstract = {{This paper is a continuation of cite{KP06}, where we discussed the origins and inter-relations of major types of skew Laplace distributions. Here, we review the properties of classical and geometric infinite divisibility as well as self-decomposability, which are crucial in extending univariate Laplace models to stochastic processes. General schemes based on these properties lead to several new non-Gaussian stationary autoregressive processes and continuous-time L'evy processes having potential use in stochastic modeling.}}, author = {{Kozubowski, Tomasz and Podgorski, Krzysztof}}, issn = {{0312-3685}}, keywords = {{Mittag-Leffler distribution; non-Gaussian time series model; Linnik distribution; L'evy process; infinite divisibility; geometric summation; geometric infinite divisibility; class L; bilateral exponential law; autoregressive process; Asymmetric Laplace law; self decomposable law; variance-gamma process; skew double-exponential model}}, language = {{eng}}, number = {{1}}, publisher = {{Applied Probability Trust}}, series = {{Mathematical Scientist}}, title = {{Skewed Laplace distributions II: divisibility properties and extensions to stochastic processes.}}, volume = {{33}}, year = {{2008}}, }