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Student's T-Distribution and Related Stochastic Processes [electronic resource]

بواسطة: نوع المادة : نصنصالسلاسل: SpringerBriefs in Statistics Serتفاصيل النشر: New York : Springer Sept. 2012ردمك:
  • 9783642311451
  • 3642311458 (Trade Paper)
تصنيف ديوي العشري:
  • 22 519.083 GBS
موارد على الإنترنت: SpringerLink ebooks - Mathematics and Statistics (2013)ملخص: Annotation This brief monograph is an in-depth study of the infinite divisibility and self-decomposability properties of central and noncentral Students 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 Students 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 Students 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 Sklars theorem are explained.
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المكتبة المركزية بالمجمعة (CL) 519.083 GBS (استعراض الرف(يفتح أدناه)) المتاح 00405259
المكتبة المركزية بالمجمعة (CL) 519.083 GBS (استعراض الرف(يفتح أدناه)) المتاح 00405260
المكتبة المركزية بالمجمعة (CL) 519.083 GBS (استعراض الرف(يفتح أدناه)) المتاح 00405261
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Annotation This brief monograph is an in-depth study of the infinite divisibility and self-decomposability properties of central and noncentral Students 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 Students 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 Students 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 Sklars theorem are explained.

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