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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-8841371 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ivanyukvera developingacrisismodelbasedonhigherordermoments |