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Markets, Herding and Response to External Information
We focus on the influence of external sources of information upon financial markets. In particular, we develop a stochastic agent-based market model characterized by a certain herding behavior as well as allowing traders to be influenced by an external dynamic signal of information. This signal can...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4512694/ https://www.ncbi.nlm.nih.gov/pubmed/26204451 http://dx.doi.org/10.1371/journal.pone.0133287 |
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author | Carro, Adrián Toral, Raúl San Miguel, Maxi |
author_facet | Carro, Adrián Toral, Raúl San Miguel, Maxi |
author_sort | Carro, Adrián |
collection | PubMed |
description | We focus on the influence of external sources of information upon financial markets. In particular, we develop a stochastic agent-based market model characterized by a certain herding behavior as well as allowing traders to be influenced by an external dynamic signal of information. This signal can be interpreted as a time-varying advertising, public perception or rumor, in favor or against one of two possible trading behaviors, thus breaking the symmetry of the system and acting as a continuously varying exogenous shock. As an illustration, we use a well-known German Indicator of Economic Sentiment as information input and compare our results with Germany’s leading stock market index, the DAX, in order to calibrate some of the model parameters. We study the conditions for the ensemble of agents to more accurately follow the information input signal. The response of the system to the external information is maximal for an intermediate range of values of a market parameter, suggesting the existence of three different market regimes: amplification, precise assimilation and undervaluation of incoming information. |
format | Online Article Text |
id | pubmed-4512694 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-45126942015-07-24 Markets, Herding and Response to External Information Carro, Adrián Toral, Raúl San Miguel, Maxi PLoS One Research Article We focus on the influence of external sources of information upon financial markets. In particular, we develop a stochastic agent-based market model characterized by a certain herding behavior as well as allowing traders to be influenced by an external dynamic signal of information. This signal can be interpreted as a time-varying advertising, public perception or rumor, in favor or against one of two possible trading behaviors, thus breaking the symmetry of the system and acting as a continuously varying exogenous shock. As an illustration, we use a well-known German Indicator of Economic Sentiment as information input and compare our results with Germany’s leading stock market index, the DAX, in order to calibrate some of the model parameters. We study the conditions for the ensemble of agents to more accurately follow the information input signal. The response of the system to the external information is maximal for an intermediate range of values of a market parameter, suggesting the existence of three different market regimes: amplification, precise assimilation and undervaluation of incoming information. Public Library of Science 2015-07-23 /pmc/articles/PMC4512694/ /pubmed/26204451 http://dx.doi.org/10.1371/journal.pone.0133287 Text en © 2015 Carro 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Carro, Adrián Toral, Raúl San Miguel, Maxi Markets, Herding and Response to External Information |
title | Markets, Herding and Response to External Information |
title_full | Markets, Herding and Response to External Information |
title_fullStr | Markets, Herding and Response to External Information |
title_full_unstemmed | Markets, Herding and Response to External Information |
title_short | Markets, Herding and Response to External Information |
title_sort | markets, herding and response to external information |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4512694/ https://www.ncbi.nlm.nih.gov/pubmed/26204451 http://dx.doi.org/10.1371/journal.pone.0133287 |
work_keys_str_mv | AT carroadrian marketsherdingandresponsetoexternalinformation AT toralraul marketsherdingandresponsetoexternalinformation AT sanmiguelmaxi marketsherdingandresponsetoexternalinformation |