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Developing a crisis model based on higher-order moments

In this paper, the goal is to create a model for detecting a crisis situation using the example of financial time series. An analysis of fixed and cumulative central and raw moments has been carried out. When conducting the analysis by higher-order moments, it has been shown that the moments record...

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Detalles Bibliográficos
Autor principal: Ivanyuk, Vera
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8841371/
https://www.ncbi.nlm.nih.gov/pubmed/35198767
http://dx.doi.org/10.1016/j.heliyon.2022.e08896
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author Ivanyuk, Vera
author_facet Ivanyuk, Vera
author_sort Ivanyuk, Vera
collection PubMed
description In this paper, the goal is to create a model for detecting a crisis situation using the example of financial time series. An analysis of fixed and cumulative central and raw moments has been carried out. When conducting the analysis by higher-order moments, it has been shown that the moments record the presence of deviations and extreme values in the distribution of the series. Based on the higher-order moments, a crisis indicator has been proposed.
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spelling pubmed-88413712022-02-22 Developing a crisis model based on higher-order moments Ivanyuk, Vera Heliyon Research Article In this paper, the goal is to create a model for detecting a crisis situation using the example of financial time series. An analysis of fixed and cumulative central and raw moments has been carried out. When conducting the analysis by higher-order moments, it has been shown that the moments record the presence of deviations and extreme values in the distribution of the series. Based on the higher-order moments, a crisis indicator has been proposed. Elsevier 2022-02-03 /pmc/articles/PMC8841371/ /pubmed/35198767 http://dx.doi.org/10.1016/j.heliyon.2022.e08896 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Article
Ivanyuk, Vera
Developing a crisis model based on higher-order moments
title Developing a crisis model based on higher-order moments
title_full Developing a crisis model based on higher-order moments
title_fullStr Developing a crisis model based on higher-order moments
title_full_unstemmed Developing a crisis model based on higher-order moments
title_short Developing a crisis model based on higher-order moments
title_sort developing a crisis model based on higher-order moments
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8841371/
https://www.ncbi.nlm.nih.gov/pubmed/35198767
http://dx.doi.org/10.1016/j.heliyon.2022.e08896
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