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Confidence and the Stock Market: An Agent-Based Approach
Using a behavioral finance approach we study the impact of behavioral bias. We construct an artificial market consisting of fundamentalists and chartists to model the decision-making process of various agents. The agents differ in their strategies for evaluating stock prices, and exhibit differing m...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3885419/ https://www.ncbi.nlm.nih.gov/pubmed/24421888 http://dx.doi.org/10.1371/journal.pone.0083488 |
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author | Bertella, Mario A. Pires, Felipe R. Feng, Ling Stanley, Harry Eugene |
author_facet | Bertella, Mario A. Pires, Felipe R. Feng, Ling Stanley, Harry Eugene |
author_sort | Bertella, Mario A. |
collection | PubMed |
description | Using a behavioral finance approach we study the impact of behavioral bias. We construct an artificial market consisting of fundamentalists and chartists to model the decision-making process of various agents. The agents differ in their strategies for evaluating stock prices, and exhibit differing memory lengths and confidence levels. When we increase the heterogeneity of the strategies used by the agents, in particular the memory lengths, we observe excess volatility and kurtosis, in agreement with real market fluctuations—indicating that agents in real-world financial markets exhibit widely differing memory lengths. We incorporate the behavioral traits of adaptive confidence and observe a positive correlation between average confidence and return rate, indicating that market sentiment is an important driver in price fluctuations. The introduction of market confidence increases price volatility, reflecting the negative effect of irrationality in market behavior. |
format | Online Article Text |
id | pubmed-3885419 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-38854192014-01-13 Confidence and the Stock Market: An Agent-Based Approach Bertella, Mario A. Pires, Felipe R. Feng, Ling Stanley, Harry Eugene PLoS One Research Article Using a behavioral finance approach we study the impact of behavioral bias. We construct an artificial market consisting of fundamentalists and chartists to model the decision-making process of various agents. The agents differ in their strategies for evaluating stock prices, and exhibit differing memory lengths and confidence levels. When we increase the heterogeneity of the strategies used by the agents, in particular the memory lengths, we observe excess volatility and kurtosis, in agreement with real market fluctuations—indicating that agents in real-world financial markets exhibit widely differing memory lengths. We incorporate the behavioral traits of adaptive confidence and observe a positive correlation between average confidence and return rate, indicating that market sentiment is an important driver in price fluctuations. The introduction of market confidence increases price volatility, reflecting the negative effect of irrationality in market behavior. Public Library of Science 2014-01-08 /pmc/articles/PMC3885419/ /pubmed/24421888 http://dx.doi.org/10.1371/journal.pone.0083488 Text en © 2014 Bertella 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 Bertella, Mario A. Pires, Felipe R. Feng, Ling Stanley, Harry Eugene Confidence and the Stock Market: An Agent-Based Approach |
title | Confidence and the Stock Market: An Agent-Based Approach |
title_full | Confidence and the Stock Market: An Agent-Based Approach |
title_fullStr | Confidence and the Stock Market: An Agent-Based Approach |
title_full_unstemmed | Confidence and the Stock Market: An Agent-Based Approach |
title_short | Confidence and the Stock Market: An Agent-Based Approach |
title_sort | confidence and the stock market: an agent-based approach |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3885419/ https://www.ncbi.nlm.nih.gov/pubmed/24421888 http://dx.doi.org/10.1371/journal.pone.0083488 |
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