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Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
Financial markets are partially composed of sectors dominated by external driving forces, such as commodity prices, infrastructure and other indices. We characterize the statistical properties of such sectors and present a novel model for the coupling of the stock prices and their dominating driving...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4816528/ https://www.ncbi.nlm.nih.gov/pubmed/27031230 http://dx.doi.org/10.1371/journal.pone.0152487 |
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author | Berman, Yonatan Ben-Jacob, Eshel Zhang, Xin Shapira, Yoash |
author_facet | Berman, Yonatan Ben-Jacob, Eshel Zhang, Xin Shapira, Yoash |
author_sort | Berman, Yonatan |
collection | PubMed |
description | Financial markets are partially composed of sectors dominated by external driving forces, such as commodity prices, infrastructure and other indices. We characterize the statistical properties of such sectors and present a novel model for the coupling of the stock prices and their dominating driving forces, inspired by mean reverting stochastic processes. Using the model we were able to explain the market sectors’ long term behavior and estimate the coupling strength between stocks in financial markets and the sector specific driving forces. Notably, the analysis was successfully applied to the shipping market, in which the Baltic dry index (BDI), an assessment of the price of transporting the major raw materials by sea, influences the shipping financial market. We also present the analysis of other sectors—the gold mining market and the food production market, for which the model was also successfully applied. The model can serve as a general tool for characterizing the coupling between external forces and affected financial variables and therefore for estimating the risk in sectors and their vulnerability to external stress. |
format | Online Article Text |
id | pubmed-4816528 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48165282016-04-14 Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces Berman, Yonatan Ben-Jacob, Eshel Zhang, Xin Shapira, Yoash PLoS One Research Article Financial markets are partially composed of sectors dominated by external driving forces, such as commodity prices, infrastructure and other indices. We characterize the statistical properties of such sectors and present a novel model for the coupling of the stock prices and their dominating driving forces, inspired by mean reverting stochastic processes. Using the model we were able to explain the market sectors’ long term behavior and estimate the coupling strength between stocks in financial markets and the sector specific driving forces. Notably, the analysis was successfully applied to the shipping market, in which the Baltic dry index (BDI), an assessment of the price of transporting the major raw materials by sea, influences the shipping financial market. We also present the analysis of other sectors—the gold mining market and the food production market, for which the model was also successfully applied. The model can serve as a general tool for characterizing the coupling between external forces and affected financial variables and therefore for estimating the risk in sectors and their vulnerability to external stress. Public Library of Science 2016-03-31 /pmc/articles/PMC4816528/ /pubmed/27031230 http://dx.doi.org/10.1371/journal.pone.0152487 Text en © 2016 Berman et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Berman, Yonatan Ben-Jacob, Eshel Zhang, Xin Shapira, Yoash Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces |
title | Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces |
title_full | Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces |
title_fullStr | Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces |
title_full_unstemmed | Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces |
title_short | Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces |
title_sort | analyzing the long term cohesive effect of sector specific driving forces |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4816528/ https://www.ncbi.nlm.nih.gov/pubmed/27031230 http://dx.doi.org/10.1371/journal.pone.0152487 |
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