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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...

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Detalles Bibliográficos
Autores principales: Bertella, Mario A., Pires, Felipe R., Feng, Ling, Stanley, Harry Eugene
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
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.
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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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