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The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices
Anticipating and understanding fluctuations in the agri-food market is very important in order to implement policies that can assure fair prices and food availability. In this paper, we contribute to the understanding of this market by exploring its efficiency and whether the local Hurst exponent ca...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10137866/ https://www.ncbi.nlm.nih.gov/pubmed/37190368 http://dx.doi.org/10.3390/e25040579 |
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author | Pérez-Sienes, Leticia Grande, Mar Losada, Juan Carlos Borondo, Javier |
author_facet | Pérez-Sienes, Leticia Grande, Mar Losada, Juan Carlos Borondo, Javier |
author_sort | Pérez-Sienes, Leticia |
collection | PubMed |
description | Anticipating and understanding fluctuations in the agri-food market is very important in order to implement policies that can assure fair prices and food availability. In this paper, we contribute to the understanding of this market by exploring its efficiency and whether the local Hurst exponent can help to anticipate its trend or not. We have analyzed the time series of the price for different agri-commodities and classified each day into persistent, anti-persistent, or white-noise. Next, we have studied the probability and speed to mean reversion for several rolling windows. We found that in general mean reversion is more probable and occurs faster during anti-persistent periods. In contrast, for most of the rolling windows we could not find a significant effect of persistence in mean reversion. Hence, we conclude that the Hurst exponent can help to anticipate the future trend and range of the expected prices in this market. |
format | Online Article Text |
id | pubmed-10137866 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-101378662023-04-28 The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices Pérez-Sienes, Leticia Grande, Mar Losada, Juan Carlos Borondo, Javier Entropy (Basel) Article Anticipating and understanding fluctuations in the agri-food market is very important in order to implement policies that can assure fair prices and food availability. In this paper, we contribute to the understanding of this market by exploring its efficiency and whether the local Hurst exponent can help to anticipate its trend or not. We have analyzed the time series of the price for different agri-commodities and classified each day into persistent, anti-persistent, or white-noise. Next, we have studied the probability and speed to mean reversion for several rolling windows. We found that in general mean reversion is more probable and occurs faster during anti-persistent periods. In contrast, for most of the rolling windows we could not find a significant effect of persistence in mean reversion. Hence, we conclude that the Hurst exponent can help to anticipate the future trend and range of the expected prices in this market. MDPI 2023-03-28 /pmc/articles/PMC10137866/ /pubmed/37190368 http://dx.doi.org/10.3390/e25040579 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Pérez-Sienes, Leticia Grande, Mar Losada, Juan Carlos Borondo, Javier The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices |
title | The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices |
title_full | The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices |
title_fullStr | The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices |
title_full_unstemmed | The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices |
title_short | The Hurst Exponent as an Indicator to Anticipate Agricultural Commodity Prices |
title_sort | hurst exponent as an indicator to anticipate agricultural commodity prices |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10137866/ https://www.ncbi.nlm.nih.gov/pubmed/37190368 http://dx.doi.org/10.3390/e25040579 |
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