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Student t-Lévy regression model in yuima

Academic Article
Publication Date:
2025
Citation:
Student t-Lévy regression model in yuima / H. Masuda, L. Mercuri, Y. Uehara. - In: THE R JOURNAL. - ISSN 2073-4859. - 17:2(2025 Jun), pp. 56-83. [10.32614/rj-2025-014]
abstract:
This paper presents an estimation and simulation method in the R package yuima for a linear regression model driven by a Student-t Lévy process with constant scale and arbitrary degrees of freedom. This process finds applications in several fields, for example finance, physics, biology, etc. The first challenge involves simulating sample paths at high-frequency levels, as only unit-time increments are Student-t distributed. In yuima, we solve this problem by means of the inverse Fourier transform for simulating the increments of a Student-t Lévy defined on an interval with any length. The second challenge is the joint estimation of trend, scale, and degrees of freedom, a problem not previously explored in the literature. In yuima, we develop a two-step estimation procedure that efficiently deals with this issue. Numerical examples are given in order to explain methods and classes used in the yuima package.
IRIS type:
01 - Articolo su periodico
List of contributors:
H. Masuda, L. Mercuri, Y. Uehara
Authors of the University:
MERCURI LORENZO ( author )
Link to information sheet:
https://air.unimi.it/handle/2434/1243115
Full Text:
https://air.unimi.it/retrieve/handle/2434/1243115/3324877/unpaywall-bitstream--970545774.pdf
Project:
The effects of climate change in the evaluation of financial instruments
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Settore STAT-04/A - Metodi matematici dell'economia e delle scienze attuariali e finanziarie
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