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The evolving cobweb of relations among partially rational investors

To overcome the limitations of neoclassical economics, researchers have leveraged tools of statistical physics to build novel theories. The idea was to elucidate the macroscopic features of financial markets from the interaction of its microscopic constituents, the investors. In this framework, the...

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Autores principales: DeLellis, Pietro, DiMeglio, Anna, Garofalo, Franco, Lo Iudice, Francesco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5308790/
https://www.ncbi.nlm.nih.gov/pubmed/28196144
http://dx.doi.org/10.1371/journal.pone.0171891
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author DeLellis, Pietro
DiMeglio, Anna
Garofalo, Franco
Lo Iudice, Francesco
author_facet DeLellis, Pietro
DiMeglio, Anna
Garofalo, Franco
Lo Iudice, Francesco
author_sort DeLellis, Pietro
collection PubMed
description To overcome the limitations of neoclassical economics, researchers have leveraged tools of statistical physics to build novel theories. The idea was to elucidate the macroscopic features of financial markets from the interaction of its microscopic constituents, the investors. In this framework, the model of the financial agents has been kept separate from that of their interaction. Here, instead, we explore the possibility of letting the interaction topology emerge from the model of the agents’ behavior. Then, we investigate how the emerging cobweb of relationship affects the overall market dynamics. To this aim, we leverage tools from complex systems analysis and nonlinear dynamics, and model the network of mutual influence as the output of a dynamical system describing the edge evolution. In this work, the driver of the link evolution is the relative reputation between possibly coupled agents. The reputation is built differently depending on the extent of rationality of the investors. The continuous edge activation or deactivation induces the emergence of leaders and of peculiar network structures, typical of real influence networks. The subsequent impact on the market dynamics is investigated through extensive numerical simulations in selected scenarios populated by partially rational investors.
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spelling pubmed-53087902017-02-28 The evolving cobweb of relations among partially rational investors DeLellis, Pietro DiMeglio, Anna Garofalo, Franco Lo Iudice, Francesco PLoS One Research Article To overcome the limitations of neoclassical economics, researchers have leveraged tools of statistical physics to build novel theories. The idea was to elucidate the macroscopic features of financial markets from the interaction of its microscopic constituents, the investors. In this framework, the model of the financial agents has been kept separate from that of their interaction. Here, instead, we explore the possibility of letting the interaction topology emerge from the model of the agents’ behavior. Then, we investigate how the emerging cobweb of relationship affects the overall market dynamics. To this aim, we leverage tools from complex systems analysis and nonlinear dynamics, and model the network of mutual influence as the output of a dynamical system describing the edge evolution. In this work, the driver of the link evolution is the relative reputation between possibly coupled agents. The reputation is built differently depending on the extent of rationality of the investors. The continuous edge activation or deactivation induces the emergence of leaders and of peculiar network structures, typical of real influence networks. The subsequent impact on the market dynamics is investigated through extensive numerical simulations in selected scenarios populated by partially rational investors. Public Library of Science 2017-02-14 /pmc/articles/PMC5308790/ /pubmed/28196144 http://dx.doi.org/10.1371/journal.pone.0171891 Text en © 2017 DeLellis 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
DeLellis, Pietro
DiMeglio, Anna
Garofalo, Franco
Lo Iudice, Francesco
The evolving cobweb of relations among partially rational investors
title The evolving cobweb of relations among partially rational investors
title_full The evolving cobweb of relations among partially rational investors
title_fullStr The evolving cobweb of relations among partially rational investors
title_full_unstemmed The evolving cobweb of relations among partially rational investors
title_short The evolving cobweb of relations among partially rational investors
title_sort evolving cobweb of relations among partially rational investors
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5308790/
https://www.ncbi.nlm.nih.gov/pubmed/28196144
http://dx.doi.org/10.1371/journal.pone.0171891
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