Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game
Autor(a) principal: | |
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Data de Publicação: | 2019 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Institucional do FGV (FGV Repositório Digital) |
Texto Completo: | http://hdl.handle.net/10438/27303 |
Resumo: | Indivíduos similares mantêm relações pois assim o preferem (homofilia em preferências) ou porque se encontram com mais frequência (homofilia em encontros)? O presente artigo estuda a identificação e estimação de um jogo dinâmico de formação de redes em que ambos os mecanismos estão presentes. Nós provemos condições sob as quais os parâmetros relacionados às preferências e às oportunidades de encontro são identificados. Nós também estudamos a estimação desse modelo sob as perspectivas frequentista e bayesiana. Como aplicação, nós estudamos a formação de redes de amizades em escolas públicas do Recife; e como um tratamento aleatorizado afeta a tecnologia de encontro entre os agentes. Nossos resultados indicam que os padrões de homofilia observados nos dados se devem sobretudo às preferências. |
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Alvarez, Luis Antonio FantozziEscolas::EESPPonczek, Vladimir PinheiroPaula Neto, Áureo Nilo deFirpo, Sergio PinheiroPinto, Cristine Campos de Xavier2019-03-29T13:05:39Z2019-03-29T13:05:39Z2019-03-19http://hdl.handle.net/10438/27303Indivíduos similares mantêm relações pois assim o preferem (homofilia em preferências) ou porque se encontram com mais frequência (homofilia em encontros)? O presente artigo estuda a identificação e estimação de um jogo dinâmico de formação de redes em que ambos os mecanismos estão presentes. Nós provemos condições sob as quais os parâmetros relacionados às preferências e às oportunidades de encontro são identificados. Nós também estudamos a estimação desse modelo sob as perspectivas frequentista e bayesiana. Como aplicação, nós estudamos a formação de redes de amizades em escolas públicas do Recife; e como um tratamento aleatorizado afeta a tecnologia de encontro entre os agentes. Nossos resultados indicam que os padrões de homofilia observados nos dados se devem sobretudo às preferências.Is homophily in social and economic networks driven by a taste for homogeneity (preferences) or by a higher probability of meeting individuals with similar attributes (opportunity)? This paper studies identification and estimation of a dynamic network game that distinguishes between both mechanisms. We provide conditions under which preference- and meeting-related parameters are identified. We then analyse estimation under both frequentist and Bayesian perspectives. As an application, we study how a treatment affects the meeting technology between agents in the context of a randomised control trial in Northeastern Brazil. We find that homophily patterns in our data are mainly driven by preferences.engHomophilyNetwork formationIdentification at infinityLilelihood-free estimationHomofiliaFormação de redesIdentificação no infinitoMétodos de estimação likelihood-freeEconomiaRedes sociais - Aspectos sociaisTeoria bayesiana de decisão estatísticaAmizade - Aspectos sociológicosHomophily in preferences or meetings? 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|
dc.title.eng.fl_str_mv |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game |
title |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game |
spellingShingle |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game Alvarez, Luis Antonio Fantozzi Homophily Network formation Identification at infinity Lilelihood-free estimation Homofilia Formação de redes Identificação no infinito Métodos de estimação likelihood-free Economia Redes sociais - Aspectos sociais Teoria bayesiana de decisão estatística Amizade - Aspectos sociológicos |
title_short |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game |
title_full |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game |
title_fullStr |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game |
title_full_unstemmed |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game |
title_sort |
Homophily in preferences or meetings? Identification and estimation of a dynamic network formation game |
author |
Alvarez, Luis Antonio Fantozzi |
author_facet |
Alvarez, Luis Antonio Fantozzi |
author_role |
author |
dc.contributor.unidadefgv.por.fl_str_mv |
Escolas::EESP |
dc.contributor.member.none.fl_str_mv |
Ponczek, Vladimir Pinheiro Paula Neto, Áureo Nilo de Firpo, Sergio Pinheiro |
dc.contributor.author.fl_str_mv |
Alvarez, Luis Antonio Fantozzi |
dc.contributor.advisor1.fl_str_mv |
Pinto, Cristine Campos de Xavier |
contributor_str_mv |
Pinto, Cristine Campos de Xavier |
dc.subject.eng.fl_str_mv |
Homophily Network formation Identification at infinity Lilelihood-free estimation |
topic |
Homophily Network formation Identification at infinity Lilelihood-free estimation Homofilia Formação de redes Identificação no infinito Métodos de estimação likelihood-free Economia Redes sociais - Aspectos sociais Teoria bayesiana de decisão estatística Amizade - Aspectos sociológicos |
dc.subject.por.fl_str_mv |
Homofilia Formação de redes Identificação no infinito Métodos de estimação likelihood-free |
dc.subject.area.por.fl_str_mv |
Economia |
dc.subject.bibliodata.por.fl_str_mv |
Redes sociais - Aspectos sociais Teoria bayesiana de decisão estatística Amizade - Aspectos sociológicos |
description |
Indivíduos similares mantêm relações pois assim o preferem (homofilia em preferências) ou porque se encontram com mais frequência (homofilia em encontros)? O presente artigo estuda a identificação e estimação de um jogo dinâmico de formação de redes em que ambos os mecanismos estão presentes. Nós provemos condições sob as quais os parâmetros relacionados às preferências e às oportunidades de encontro são identificados. Nós também estudamos a estimação desse modelo sob as perspectivas frequentista e bayesiana. Como aplicação, nós estudamos a formação de redes de amizades em escolas públicas do Recife; e como um tratamento aleatorizado afeta a tecnologia de encontro entre os agentes. Nossos resultados indicam que os padrões de homofilia observados nos dados se devem sobretudo às preferências. |
publishDate |
2019 |
dc.date.accessioned.fl_str_mv |
2019-03-29T13:05:39Z |
dc.date.available.fl_str_mv |
2019-03-29T13:05:39Z |
dc.date.issued.fl_str_mv |
2019-03-19 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10438/27303 |
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http://hdl.handle.net/10438/27303 |
dc.language.iso.fl_str_mv |
eng |
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eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
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