Scale-Free and Visibility Effects on Social and Economic Modeling
| Ano de defesa: | 2025 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| Idioma: | eng |
| Instituição de defesa: |
Universidade Federal de Pernambuco
|
| Programa de Pós-Graduação: |
Programa de Pos Graduacao em Fisica
|
| Departamento: |
Não Informado pela instituição
|
| País: |
Brasil
|
| Palavras-chave em Português: | |
| Link de acesso: | https://repositorio.ufpe.br/handle/123456789/63756 |
Resumo: | This study investigates the influence of Barabási-Albert scale-free networks in shaping social dynamics, highlighting their role in driving two key phenomena: consensus evolution and price formation. In the first part, we extend the two-state majority-vote model by incorporating a visibility parameter V , which models a chance that an individual considers the opinion of a neighbor holding a differing stance in some social debate. This modification captures the asym- metric influence of agreement and dissent driven by algorithms in the so-called click economy, in which users are presented with content that agrees with their personal beliefs. Monte Carlo simulations reveal that the critical noise parameter qc increases with V , exhibiting an exuberant phase diagram characterized by both first-order and second-order phase transitions depending on the value of V and the network growth parameter z. In the second part, we analyze a three-state opinion dynamics model to investigate price formation in financial markets. Our model comprises two types of financial agents regarding their market strategies: noise traders and fundamentalists, whose financial options evolve via local or global influences, respectively. Numerical simulations show that the model reproduces key stylized facts of financial markets, including heavy-tailed return distributions, volatility clustering, and long-term memory of the volatility. An increase in the fraction of fundamentalist agents reflects a progressive loss of tails in the return distributions as they transition from a leptokurtic to a mesokurtic regime. Our results underscore the crucial impact of scale-free networks in driving emergent behaviors in socioeconomic modeling, providing an extensive framework for complex systems investigation. |
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GRANHA, Mateus Francisco Batistahttp://lattes.cnpq.br/7253947574966235http://lattes.cnpq.br/1544049611871827http://lattes.cnpq.br/5468845680173423VILELA, André Luis da MotaCAMPOS, Paulo Roberto de Araújo2025-06-12T12:12:14Z2025-06-12T12:12:14Z2025-02-26GRANHA, Mateus Francisco Batista. Scale-Free and Visibility Effects on Social and Economic Modeling. 2025. Dissertação (Mestrado em Física) - Universidade Federal de Pernambuco, Recife, 2025.https://repositorio.ufpe.br/handle/123456789/63756This study investigates the influence of Barabási-Albert scale-free networks in shaping social dynamics, highlighting their role in driving two key phenomena: consensus evolution and price formation. In the first part, we extend the two-state majority-vote model by incorporating a visibility parameter V , which models a chance that an individual considers the opinion of a neighbor holding a differing stance in some social debate. This modification captures the asym- metric influence of agreement and dissent driven by algorithms in the so-called click economy, in which users are presented with content that agrees with their personal beliefs. Monte Carlo simulations reveal that the critical noise parameter qc increases with V , exhibiting an exuberant phase diagram characterized by both first-order and second-order phase transitions depending on the value of V and the network growth parameter z. In the second part, we analyze a three-state opinion dynamics model to investigate price formation in financial markets. Our model comprises two types of financial agents regarding their market strategies: noise traders and fundamentalists, whose financial options evolve via local or global influences, respectively. Numerical simulations show that the model reproduces key stylized facts of financial markets, including heavy-tailed return distributions, volatility clustering, and long-term memory of the volatility. An increase in the fraction of fundamentalist agents reflects a progressive loss of tails in the return distributions as they transition from a leptokurtic to a mesokurtic regime. Our results underscore the crucial impact of scale-free networks in driving emergent behaviors in socioeconomic modeling, providing an extensive framework for complex systems investigation.Este estudo investiga a influência de redes livres de escala do tipo Barabási-Albert na dinâmica social, destacando seu papel na evolução do consenso e na formação de preços. Na primeira parte, estendemos o modelo de voto da maioria de dois estados ao incorporar um parâmetro de visibilidade V , que representa a probabilidade de um indivíduo considerar a opinião de um vizinho com uma posição divergente em um debate social. Essa modificação captura a influência assimétrica entre concordância e discordância, impulsionada por algoritmos na chamada economia do clique, na qual os usuários são expostos predominantemente a conteúdos alinhados às suas crenças pessoais. Simulações Monte Carlo revelam que o parâmetro crítico de ruído qc aumenta com V , exibindo um exuberante diagrama de fases caracterizado por transições de fase de primeira e segunda ordem, dependendo do valor de V e do parâmetro de crescimento da rede z. Na segunda parte, analisamos um modelo de dinâmica de opinião de três estados para investigar a formação de preços em mercados financeiros. Nosso modelo inclui dois tipos de agentes financeiros em relação às suas estratégias de mercado: investi- dores de ruído e fundamentalistas, cujas opções financeiras evoluem sob influências locais ou globais, respectivamente. Simulações numéricas mostram que o modelo reproduz os principais fatos estilizados de mercados financeiros, como distribuições de retornos com caudas longas, volatilidade clusterizada e memória de longo prazo na volatilidade. O aumento na fração de agentes fundamentalistas reflete uma redução progressiva das caudas nas distribuições de retorno, à medida que transicionam de um regime leptocúrtico para um mesocúrtico. Nossos resultados destacam o impacto crucial das redes livres de escala em promover comportamentos emergentes em sistemas socioeconômicos, oferecendo uma estrutura abrangente para a investigação de sistemas complexos.engUniversidade Federal de PernambucoPrograma de Pos Graduacao em FisicaUFPEBrasilhttps://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessSociophysicsEconophysicsMonte Carlo simulationPhase transitionsComplex networksScale-Free and Visibility Effects on Social and Economic Modelinginfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesismestradoreponame:Repositório Institucional da UFPEinstname:Universidade Federal de Pernambuco (UFPE)instacron:UFPEORIGINALDISSERTAÇÃO Mateus Francisco Batista Granha.pdfDISSERTAÇÃO Mateus Francisco Batista Granha.pdfapplication/pdf19143872https://repositorio.ufpe.br/bitstream/123456789/63756/1/DISSERTA%c3%87%c3%83O%20Mateus%20Francisco%20Batista%20Granha.pdf7d54acb93753584a168b8d9cf8dbb654MD51LICENSElicense.txtlicense.txttext/plain; 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| dc.title.pt_BR.fl_str_mv |
Scale-Free and Visibility Effects on Social and Economic Modeling |
| title |
Scale-Free and Visibility Effects on Social and Economic Modeling |
| spellingShingle |
Scale-Free and Visibility Effects on Social and Economic Modeling GRANHA, Mateus Francisco Batista Sociophysics Econophysics Monte Carlo simulation Phase transitions Complex networks |
| title_short |
Scale-Free and Visibility Effects on Social and Economic Modeling |
| title_full |
Scale-Free and Visibility Effects on Social and Economic Modeling |
| title_fullStr |
Scale-Free and Visibility Effects on Social and Economic Modeling |
| title_full_unstemmed |
Scale-Free and Visibility Effects on Social and Economic Modeling |
| title_sort |
Scale-Free and Visibility Effects on Social and Economic Modeling |
| author |
GRANHA, Mateus Francisco Batista |
| author_facet |
GRANHA, Mateus Francisco Batista |
| author_role |
author |
| dc.contributor.authorLattes.pt_BR.fl_str_mv |
http://lattes.cnpq.br/7253947574966235 |
| dc.contributor.advisorLattes.pt_BR.fl_str_mv |
http://lattes.cnpq.br/1544049611871827 |
| dc.contributor.advisor-coLattes.pt_BR.fl_str_mv |
http://lattes.cnpq.br/5468845680173423 |
| dc.contributor.author.fl_str_mv |
GRANHA, Mateus Francisco Batista |
| dc.contributor.advisor1.fl_str_mv |
VILELA, André Luis da Mota |
| dc.contributor.advisor-co1.fl_str_mv |
CAMPOS, Paulo Roberto de Araújo |
| contributor_str_mv |
VILELA, André Luis da Mota CAMPOS, Paulo Roberto de Araújo |
| dc.subject.por.fl_str_mv |
Sociophysics Econophysics Monte Carlo simulation Phase transitions Complex networks |
| topic |
Sociophysics Econophysics Monte Carlo simulation Phase transitions Complex networks |
| description |
This study investigates the influence of Barabási-Albert scale-free networks in shaping social dynamics, highlighting their role in driving two key phenomena: consensus evolution and price formation. In the first part, we extend the two-state majority-vote model by incorporating a visibility parameter V , which models a chance that an individual considers the opinion of a neighbor holding a differing stance in some social debate. This modification captures the asym- metric influence of agreement and dissent driven by algorithms in the so-called click economy, in which users are presented with content that agrees with their personal beliefs. Monte Carlo simulations reveal that the critical noise parameter qc increases with V , exhibiting an exuberant phase diagram characterized by both first-order and second-order phase transitions depending on the value of V and the network growth parameter z. In the second part, we analyze a three-state opinion dynamics model to investigate price formation in financial markets. Our model comprises two types of financial agents regarding their market strategies: noise traders and fundamentalists, whose financial options evolve via local or global influences, respectively. Numerical simulations show that the model reproduces key stylized facts of financial markets, including heavy-tailed return distributions, volatility clustering, and long-term memory of the volatility. An increase in the fraction of fundamentalist agents reflects a progressive loss of tails in the return distributions as they transition from a leptokurtic to a mesokurtic regime. Our results underscore the crucial impact of scale-free networks in driving emergent behaviors in socioeconomic modeling, providing an extensive framework for complex systems investigation. |
| publishDate |
2025 |
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2025-06-12T12:12:14Z |
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2025-06-12T12:12:14Z |
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2025-02-26 |
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info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/masterThesis |
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masterThesis |
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publishedVersion |
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GRANHA, Mateus Francisco Batista. Scale-Free and Visibility Effects on Social and Economic Modeling. 2025. Dissertação (Mestrado em Física) - Universidade Federal de Pernambuco, Recife, 2025. |
| dc.identifier.uri.fl_str_mv |
https://repositorio.ufpe.br/handle/123456789/63756 |
| identifier_str_mv |
GRANHA, Mateus Francisco Batista. Scale-Free and Visibility Effects on Social and Economic Modeling. 2025. Dissertação (Mestrado em Física) - Universidade Federal de Pernambuco, Recife, 2025. |
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https://repositorio.ufpe.br/handle/123456789/63756 |
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eng |
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eng |
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openAccess |
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Universidade Federal de Pernambuco |
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Programa de Pos Graduacao em Fisica |
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UFPE |
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Brasil |
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Universidade Federal de Pernambuco |
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