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Linear response theory in stock markets
Linear response theory relates the response of a system to a weak external force with its dynamics in equilibrium, subjected to fluctuations. Here, this framework is applied to financial markets; in particular we study the dynamics of a set of stocks from the NASDAQ during the last 20 years. Because...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8630003/ https://www.ncbi.nlm.nih.gov/pubmed/34845245 http://dx.doi.org/10.1038/s41598-021-02263-6 |
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author | Puertas, Antonio M. Trinidad-Segovia, Juan E. Sánchez-Granero, Miguel A. Clara-Rahora, Joaquim de las Nieves, F. Javier |
author_facet | Puertas, Antonio M. Trinidad-Segovia, Juan E. Sánchez-Granero, Miguel A. Clara-Rahora, Joaquim de las Nieves, F. Javier |
author_sort | Puertas, Antonio M. |
collection | PubMed |
description | Linear response theory relates the response of a system to a weak external force with its dynamics in equilibrium, subjected to fluctuations. Here, this framework is applied to financial markets; in particular we study the dynamics of a set of stocks from the NASDAQ during the last 20 years. Because unambiguous identification of external forces is not possible, critical events are identified in the series of stock prices as sudden changes, and the stock dynamics following an event is taken as the response to the external force. Linear response theory is applied with the log-return as the conjugate variable of the force, providing predictions for the average response of the price and return, which agree with observations, but fails to describe the volatility because this is expected to be beyond linear response. The identification of the conjugate variable allows us to define the perturbation energy for a system of stocks, and observe its relaxation after an event. |
format | Online Article Text |
id | pubmed-8630003 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-86300032021-12-01 Linear response theory in stock markets Puertas, Antonio M. Trinidad-Segovia, Juan E. Sánchez-Granero, Miguel A. Clara-Rahora, Joaquim de las Nieves, F. Javier Sci Rep Article Linear response theory relates the response of a system to a weak external force with its dynamics in equilibrium, subjected to fluctuations. Here, this framework is applied to financial markets; in particular we study the dynamics of a set of stocks from the NASDAQ during the last 20 years. Because unambiguous identification of external forces is not possible, critical events are identified in the series of stock prices as sudden changes, and the stock dynamics following an event is taken as the response to the external force. Linear response theory is applied with the log-return as the conjugate variable of the force, providing predictions for the average response of the price and return, which agree with observations, but fails to describe the volatility because this is expected to be beyond linear response. The identification of the conjugate variable allows us to define the perturbation energy for a system of stocks, and observe its relaxation after an event. Nature Publishing Group UK 2021-11-29 /pmc/articles/PMC8630003/ /pubmed/34845245 http://dx.doi.org/10.1038/s41598-021-02263-6 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Puertas, Antonio M. Trinidad-Segovia, Juan E. Sánchez-Granero, Miguel A. Clara-Rahora, Joaquim de las Nieves, F. Javier Linear response theory in stock markets |
title | Linear response theory in stock markets |
title_full | Linear response theory in stock markets |
title_fullStr | Linear response theory in stock markets |
title_full_unstemmed | Linear response theory in stock markets |
title_short | Linear response theory in stock markets |
title_sort | linear response theory in stock markets |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8630003/ https://www.ncbi.nlm.nih.gov/pubmed/34845245 http://dx.doi.org/10.1038/s41598-021-02263-6 |
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