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Bounded strategic reasoning explains crisis emergence in multi-agent market games

The efficient market hypothesis (EMH), based on rational expectations and market equilibrium, is the dominant perspective for modelling economic markets. However, the most notable critique of the EMH is the inability to model periods of out-of-equilibrium dynamics without significant external news....

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Detalles Bibliográficos
Autores principales: Patrick Evans, Benjamin, Prokopenko, Mikhail
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9905995/
https://www.ncbi.nlm.nih.gov/pubmed/36778956
http://dx.doi.org/10.1098/rsos.221164
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author Patrick Evans, Benjamin
Prokopenko, Mikhail
author_facet Patrick Evans, Benjamin
Prokopenko, Mikhail
author_sort Patrick Evans, Benjamin
collection PubMed
description The efficient market hypothesis (EMH), based on rational expectations and market equilibrium, is the dominant perspective for modelling economic markets. However, the most notable critique of the EMH is the inability to model periods of out-of-equilibrium dynamics without significant external news. When such dynamics emerge endogenously, the traditional economic frameworks prove insufficient. This work offers an alternate perspective explaining the endogenous emergence of punctuated out-of-equilibrium dynamics based on bounded rational agents. In a concise market entrance game, we show how boundedly rational strategic reasoning can lead to endogenously emerging crises, exhibiting fat tails in returns. We also show how other common stylized facts, such as clustered volatility, arise due to agent diversity (or lack thereof) and the varying learning updates across the agents. This work explains various stylized facts and crisis emergence in economic markets, in the absence of any external news, based on agent interactions and bounded rational reasoning.
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spelling pubmed-99059952023-02-09 Bounded strategic reasoning explains crisis emergence in multi-agent market games Patrick Evans, Benjamin Prokopenko, Mikhail R Soc Open Sci Computer Science and Artificial Intelligence The efficient market hypothesis (EMH), based on rational expectations and market equilibrium, is the dominant perspective for modelling economic markets. However, the most notable critique of the EMH is the inability to model periods of out-of-equilibrium dynamics without significant external news. When such dynamics emerge endogenously, the traditional economic frameworks prove insufficient. This work offers an alternate perspective explaining the endogenous emergence of punctuated out-of-equilibrium dynamics based on bounded rational agents. In a concise market entrance game, we show how boundedly rational strategic reasoning can lead to endogenously emerging crises, exhibiting fat tails in returns. We also show how other common stylized facts, such as clustered volatility, arise due to agent diversity (or lack thereof) and the varying learning updates across the agents. This work explains various stylized facts and crisis emergence in economic markets, in the absence of any external news, based on agent interactions and bounded rational reasoning. The Royal Society 2023-02-08 /pmc/articles/PMC9905995/ /pubmed/36778956 http://dx.doi.org/10.1098/rsos.221164 Text en © 2023 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Computer Science and Artificial Intelligence
Patrick Evans, Benjamin
Prokopenko, Mikhail
Bounded strategic reasoning explains crisis emergence in multi-agent market games
title Bounded strategic reasoning explains crisis emergence in multi-agent market games
title_full Bounded strategic reasoning explains crisis emergence in multi-agent market games
title_fullStr Bounded strategic reasoning explains crisis emergence in multi-agent market games
title_full_unstemmed Bounded strategic reasoning explains crisis emergence in multi-agent market games
title_short Bounded strategic reasoning explains crisis emergence in multi-agent market games
title_sort bounded strategic reasoning explains crisis emergence in multi-agent market games
topic Computer Science and Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9905995/
https://www.ncbi.nlm.nih.gov/pubmed/36778956
http://dx.doi.org/10.1098/rsos.221164
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