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Student’s t-distribution and related stochastic processes [Documento eletrónico] / Bronius Grigelionis

Main Author: Grigelionis, BroniusLanguage: eng.Country: Germany.Publication: Berlin, Heidelberg : Springer Berlin Heidelberg, 2013Description: XI, 99 p.ISBN: 978-3-642-31146-8.Series: SpringerBriefs in StatisticsSubject - Topical Name: Distribuição (Teoria das probabilidades) | Processos estocásticos Online Resources:Click here to access online
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E-Books Biblioteca NOVA FCT Online Não Ficção QA273.SPR FCT 82565 (Browse shelf(Opens below)) 1 Available

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This brief monograph is an in-depth study of the infinite divisibility and self-decomposability properties of central and noncentral Student’s distributions, represented as variance and mean-variance mixtures of multivariate Gaussian distributions with the reciprocal gamma mixing distribution. These results allow us to define and analyse Student-Lévy processes as Thorin subordinated Gaussian Lévy processes. A broad class of one-dimensional, strictly stationary diffusions with the Student’s t-marginal distribution are defined as the unique weak solution for the stochastic differential equation. Using the independently scattered random measures generated by the bi-variate centred Student-Lévy process, and stochastic integration theory, a univariate, strictly stationary process with the centred Student’s t- marginals and the arbitrary correlation structure are defined. As a promising direction for future work in constructing and analysing new multivariate Student-Lévy type processes, the notion of Lévy copulas and the related analogue of Sklar’s theorem are explained.

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