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Lévy matters IV: estimation for discretely observed Lévy processes
The aim of this volume is to provide an extensive account of the most recent advances in statistics for discretely observed Lévy processes. These days, statistics for stochastic processes is a lively topic, driven by the needs of various fields of application, such as finance, the biosciences, and t...
Autores principales: | , , , , |
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Lenguaje: | eng |
Publicado: |
Springer
2015
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1007/978-3-319-12373-8 http://cds.cern.ch/record/1980575 |
_version_ | 1780945261774766080 |
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author | Belomestny, Denis Comte, Fabienne Genon-Catalot, Valentine Masuda, Hiroki Reiß, Markus |
author_facet | Belomestny, Denis Comte, Fabienne Genon-Catalot, Valentine Masuda, Hiroki Reiß, Markus |
author_sort | Belomestny, Denis |
collection | CERN |
description | The aim of this volume is to provide an extensive account of the most recent advances in statistics for discretely observed Lévy processes. These days, statistics for stochastic processes is a lively topic, driven by the needs of various fields of application, such as finance, the biosciences, and telecommunication. The three chapters of this volume are completely dedicated to the estimation of Lévy processes, and are written by experts in the field. The first chapter by Denis Belomestny and Markus Reiß treats the low frequency situation, and estimation methods are based on the empirical characteristic function. The second chapter by Fabienne Comte and Valery Genon-Catalon is dedicated to non-parametric estimation mainly covering the high-frequency data case. A distinctive feature of this part is the construction of adaptive estimators, based on deconvolution or projection or kernel methods. The last chapter by Hiroki Masuda considers the parametric situation. The chapters cover the main aspects of the estimation of discretely observed Lévy processes, when the observation scheme is regular, from an up-to-date viewpoint. |
id | cern-1980575 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2015 |
publisher | Springer |
record_format | invenio |
spelling | cern-19805752021-04-21T20:38:13Zdoi:10.1007/978-3-319-12373-8http://cds.cern.ch/record/1980575engBelomestny, DenisComte, FabienneGenon-Catalot, ValentineMasuda, HirokiReiß, MarkusLévy matters IV: estimation for discretely observed Lévy processesMathematical Physics and Mathematics The aim of this volume is to provide an extensive account of the most recent advances in statistics for discretely observed Lévy processes. These days, statistics for stochastic processes is a lively topic, driven by the needs of various fields of application, such as finance, the biosciences, and telecommunication. The three chapters of this volume are completely dedicated to the estimation of Lévy processes, and are written by experts in the field. The first chapter by Denis Belomestny and Markus Reiß treats the low frequency situation, and estimation methods are based on the empirical characteristic function. The second chapter by Fabienne Comte and Valery Genon-Catalon is dedicated to non-parametric estimation mainly covering the high-frequency data case. A distinctive feature of this part is the construction of adaptive estimators, based on deconvolution or projection or kernel methods. The last chapter by Hiroki Masuda considers the parametric situation. The chapters cover the main aspects of the estimation of discretely observed Lévy processes, when the observation scheme is regular, from an up-to-date viewpoint.Springeroai:cds.cern.ch:19805752015 |
spellingShingle | Mathematical Physics and Mathematics Belomestny, Denis Comte, Fabienne Genon-Catalot, Valentine Masuda, Hiroki Reiß, Markus Lévy matters IV: estimation for discretely observed Lévy processes |
title | Lévy matters IV: estimation for discretely observed Lévy processes |
title_full | Lévy matters IV: estimation for discretely observed Lévy processes |
title_fullStr | Lévy matters IV: estimation for discretely observed Lévy processes |
title_full_unstemmed | Lévy matters IV: estimation for discretely observed Lévy processes |
title_short | Lévy matters IV: estimation for discretely observed Lévy processes |
title_sort | lévy matters iv: estimation for discretely observed lévy processes |
topic | Mathematical Physics and Mathematics |
url | https://dx.doi.org/10.1007/978-3-319-12373-8 http://cds.cern.ch/record/1980575 |
work_keys_str_mv | AT belomestnydenis levymattersivestimationfordiscretelyobservedlevyprocesses AT comtefabienne levymattersivestimationfordiscretelyobservedlevyprocesses AT genoncatalotvalentine levymattersivestimationfordiscretelyobservedlevyprocesses AT masudahiroki levymattersivestimationfordiscretelyobservedlevyprocesses AT reißmarkus levymattersivestimationfordiscretelyobservedlevyprocesses |