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Multiple Wiener-Itô integrals: with applications to limit theorems

The goal of this Lecture Note is to prove a new type of limit theorems for normalized sums of strongly dependent random variables that play an important role in probability theory or in statistical physics. Here non-linear functionals of stationary Gaussian fields are considered, and it is shown tha...

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Detalles Bibliográficos
Autor principal: Major, Péter
Lenguaje:eng
Publicado: Springer 2014
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-02642-8
http://cds.cern.ch/record/1690671
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author Major, Péter
author_facet Major, Péter
author_sort Major, Péter
collection CERN
description The goal of this Lecture Note is to prove a new type of limit theorems for normalized sums of strongly dependent random variables that play an important role in probability theory or in statistical physics. Here non-linear functionals of stationary Gaussian fields are considered, and it is shown that the theory of Wiener–Itô integrals provides a valuable tool in their study. More precisely, a version of these random integrals is introduced that enables us to combine the technique of random integrals and Fourier analysis. The most important results of this theory are presented together with some non-trivial limit theorems proved with their help. This work is a new, revised version of a previous volume written with the goalof giving a better explanation of some of the details and the motivation behind the proofs. It does not contain essentially new results; it was written to give a better insight to the old ones. In particular, a more detailed explanation of generalized fields is included to show that what is at the first sight a rather formal object is actually a useful tool for carrying out heuristic arguments.
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spelling cern-16906712021-04-21T21:14:09Zdoi:10.1007/978-3-319-02642-8http://cds.cern.ch/record/1690671engMajor, PéterMultiple Wiener-Itô integrals: with applications to limit theoremsMathematical Physics and MathematicsThe goal of this Lecture Note is to prove a new type of limit theorems for normalized sums of strongly dependent random variables that play an important role in probability theory or in statistical physics. Here non-linear functionals of stationary Gaussian fields are considered, and it is shown that the theory of Wiener–Itô integrals provides a valuable tool in their study. More precisely, a version of these random integrals is introduced that enables us to combine the technique of random integrals and Fourier analysis. The most important results of this theory are presented together with some non-trivial limit theorems proved with their help. This work is a new, revised version of a previous volume written with the goalof giving a better explanation of some of the details and the motivation behind the proofs. It does not contain essentially new results; it was written to give a better insight to the old ones. In particular, a more detailed explanation of generalized fields is included to show that what is at the first sight a rather formal object is actually a useful tool for carrying out heuristic arguments.Springeroai:cds.cern.ch:16906712014
spellingShingle Mathematical Physics and Mathematics
Major, Péter
Multiple Wiener-Itô integrals: with applications to limit theorems
title Multiple Wiener-Itô integrals: with applications to limit theorems
title_full Multiple Wiener-Itô integrals: with applications to limit theorems
title_fullStr Multiple Wiener-Itô integrals: with applications to limit theorems
title_full_unstemmed Multiple Wiener-Itô integrals: with applications to limit theorems
title_short Multiple Wiener-Itô integrals: with applications to limit theorems
title_sort multiple wiener-itô integrals: with applications to limit theorems
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-02642-8
http://cds.cern.ch/record/1690671
work_keys_str_mv AT majorpeter multiplewieneritointegralswithapplicationstolimittheorems