Online social imaginary: a global analysis of gender gap and social values in the Internet
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Tipo de documento: | Tese |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UFMG |
Texto Completo: | http://hdl.handle.net/1843/43126 |
Resumo: | As the Internet grows in number of users and in the diversity of services, it becomes more influential on peoples lives. It has the potential of constructing or modifying the opinion, the mental perception, and the values of individuals. What is being created and published online is a reflection of people’s values and beliefs. As a global platform, the Internet is a great source of information for researching the online culture of many different countries. In this work we develop methods for collecting and measuring data from different online sources to create digital metrics that capture cultural traits and values for several countries. These online metrics are compared with other offline socioeconomic indicators, so that we can evaluate what drives the online phenomena and to also measure their correlation. We study two phenomena: gender inequality and social values. In the first part, we use the social graph from Google+ to measure complex network metrics and compare between woman and man. In the second part, we develop a methodology to measure values using online written-text from Twitter utilizing word embeddings. We show that our two approaches are capable of measuring the relationship between online and offline for international data. |
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Virgilio Augusto Fernandes Almeidahttp://lattes.cnpq.br/9417286617377998Jussara Marques de Almeida GonçalvesPedro Olmo Stancioli Vaz de MeloHumberto Torres Marques NetoEduardo Rios NetoIngmar Weberhttp://lattes.cnpq.br/4221723217106868Gabriel Magno de Oliveira Silva2022-07-11T12:32:12Z2022-07-11T12:32:12Z2020-12-14http://hdl.handle.net/1843/431260000-0002-7274-3116As the Internet grows in number of users and in the diversity of services, it becomes more influential on peoples lives. It has the potential of constructing or modifying the opinion, the mental perception, and the values of individuals. What is being created and published online is a reflection of people’s values and beliefs. As a global platform, the Internet is a great source of information for researching the online culture of many different countries. In this work we develop methods for collecting and measuring data from different online sources to create digital metrics that capture cultural traits and values for several countries. These online metrics are compared with other offline socioeconomic indicators, so that we can evaluate what drives the online phenomena and to also measure their correlation. We study two phenomena: gender inequality and social values. In the first part, we use the social graph from Google+ to measure complex network metrics and compare between woman and man. In the second part, we develop a methodology to measure values using online written-text from Twitter utilizing word embeddings. We show that our two approaches are capable of measuring the relationship between online and offline for international data.A medida que a Internet cresce em termos do número de usuários e em sua diversidade de serviços, ela se torna mais influente na vida das pessoas. Ela tem o potencial de construir ou modificar a opinião, a percepção mental e os valores dos indivíduos. O que é criado e publicado online é um reflexo dos valores e crenças das pessoas. Sendo uma plataforma global, a Internet é uma ótima fonte de informação para pesquisar a cultura online de países diferentes. Neste trabalho nós desenvolvemos métodos para coletar e medir dados de diferentes fontes online para criar métricas digitais que capturam traços culturais e valores de diversos países. Essas métricas online são comparadas com outros indicadores socioeconômicos offline, para que possamos avaliar o que influencia o fenômeno online, e também medir a correlação. Nós estudamos dois fenômenos: desigualdade de gênero e valores sociais. Na primeira parte, usamos o grafo social do Google+ para calcular métricas de redes complexas e compará-las entre mulheres e homens. Na segunda parte, desenvolvemos uma metodologia para calcular valores usando textos do Twitter com word embeddings. Mostramos que nossas duas abordagens são capazes de medir o relacionamento entre o online e o offline para dados internacionais.CNPq - Conselho Nacional de Desenvolvimento Científico e TecnológicoFAPEMIG - Fundação de Amparo à Pesquisa do Estado de Minas GeraisengUniversidade Federal de Minas GeraisPrograma de Pós-Graduação em Ciência da ComputaçãoUFMGBrasilICX - DEPARTAMENTO DE CIÊNCIA DA COMPUTAÇÃOhttp://creativecommons.org/licenses/by/3.0/pt/info:eu-repo/semantics/openAccessComputação – TesesAnálise de sentimentos – TesesRedes complexas – TesesRedes sociais on-line – TesesVetorização de palavras – TesesValores humanos – TesesRelações de gênero – TesesInternetSentiment analysisComplex networksOnline social networksWord embeddingsCultureHuman valuesGenderOnline social imaginary: a global analysis of gender gap and social values in the InternetImaginário social online: uma análise global da desigualdade de gênero e valores sociais na Internetinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisreponame:Repositório Institucional da UFMGinstname:Universidade Federal de Minas Gerais (UFMG)instacron:UFMGLICENSElicense.txtlicense.txttext/plain; charset=utf-82118https://repositorio.ufmg.br/bitstream/1843/43126/3/license.txtcda590c95a0b51b4d15f60c9642ca272MD53ORIGINALdoutorado-tese-final-Gabriel_Magno.pdfdoutorado-tese-final-Gabriel_Magno.pdfTese de Doutorado de Gabriel Magno de Oliveira Silvaapplication/pdf8285366https://repositorio.ufmg.br/bitstream/1843/43126/1/doutorado-tese-final-Gabriel_Magno.pdf25cdbdfc4d3fa0c1d6daa8d150d8e44fMD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8914https://repositorio.ufmg.br/bitstream/1843/43126/2/license_rdff9944a358a0c32770bd9bed185bb5395MD521843/431262022-07-11 09:32:12.916oai:repositorio.ufmg.br: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ório de PublicaçõesPUBhttps://repositorio.ufmg.br/oaiopendoar:2022-07-11T12:32:12Repositório Institucional da UFMG - Universidade Federal de Minas Gerais (UFMG)false |
dc.title.pt_BR.fl_str_mv |
Online social imaginary: a global analysis of gender gap and social values in the Internet |
dc.title.alternative.pt_BR.fl_str_mv |
Imaginário social online: uma análise global da desigualdade de gênero e valores sociais na Internet |
title |
Online social imaginary: a global analysis of gender gap and social values in the Internet |
spellingShingle |
Online social imaginary: a global analysis of gender gap and social values in the Internet Gabriel Magno de Oliveira Silva Internet Sentiment analysis Complex networks Online social networks Word embeddings Culture Human values Gender Computação – Teses Análise de sentimentos – Teses Redes complexas – Teses Redes sociais on-line – Teses Vetorização de palavras – Teses Valores humanos – Teses Relações de gênero – Teses |
title_short |
Online social imaginary: a global analysis of gender gap and social values in the Internet |
title_full |
Online social imaginary: a global analysis of gender gap and social values in the Internet |
title_fullStr |
Online social imaginary: a global analysis of gender gap and social values in the Internet |
title_full_unstemmed |
Online social imaginary: a global analysis of gender gap and social values in the Internet |
title_sort |
Online social imaginary: a global analysis of gender gap and social values in the Internet |
author |
Gabriel Magno de Oliveira Silva |
author_facet |
Gabriel Magno de Oliveira Silva |
author_role |
author |
dc.contributor.advisor1.fl_str_mv |
Virgilio Augusto Fernandes Almeida |
dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/9417286617377998 |
dc.contributor.referee1.fl_str_mv |
Jussara Marques de Almeida Gonçalves |
dc.contributor.referee2.fl_str_mv |
Pedro Olmo Stancioli Vaz de Melo |
dc.contributor.referee3.fl_str_mv |
Humberto Torres Marques Neto |
dc.contributor.referee4.fl_str_mv |
Eduardo Rios Neto |
dc.contributor.referee5.fl_str_mv |
Ingmar Weber |
dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/4221723217106868 |
dc.contributor.author.fl_str_mv |
Gabriel Magno de Oliveira Silva |
contributor_str_mv |
Virgilio Augusto Fernandes Almeida Jussara Marques de Almeida Gonçalves Pedro Olmo Stancioli Vaz de Melo Humberto Torres Marques Neto Eduardo Rios Neto Ingmar Weber |
dc.subject.por.fl_str_mv |
Internet Sentiment analysis Complex networks Online social networks Word embeddings Culture Human values Gender |
topic |
Internet Sentiment analysis Complex networks Online social networks Word embeddings Culture Human values Gender Computação – Teses Análise de sentimentos – Teses Redes complexas – Teses Redes sociais on-line – Teses Vetorização de palavras – Teses Valores humanos – Teses Relações de gênero – Teses |
dc.subject.other.pt_BR.fl_str_mv |
Computação – Teses Análise de sentimentos – Teses Redes complexas – Teses Redes sociais on-line – Teses Vetorização de palavras – Teses Valores humanos – Teses Relações de gênero – Teses |
description |
As the Internet grows in number of users and in the diversity of services, it becomes more influential on peoples lives. It has the potential of constructing or modifying the opinion, the mental perception, and the values of individuals. What is being created and published online is a reflection of people’s values and beliefs. As a global platform, the Internet is a great source of information for researching the online culture of many different countries. In this work we develop methods for collecting and measuring data from different online sources to create digital metrics that capture cultural traits and values for several countries. These online metrics are compared with other offline socioeconomic indicators, so that we can evaluate what drives the online phenomena and to also measure their correlation. We study two phenomena: gender inequality and social values. In the first part, we use the social graph from Google+ to measure complex network metrics and compare between woman and man. In the second part, we develop a methodology to measure values using online written-text from Twitter utilizing word embeddings. We show that our two approaches are capable of measuring the relationship between online and offline for international data. |
publishDate |
2020 |
dc.date.issued.fl_str_mv |
2020-12-14 |
dc.date.accessioned.fl_str_mv |
2022-07-11T12:32:12Z |
dc.date.available.fl_str_mv |
2022-07-11T12:32:12Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/doctoralThesis |
format |
doctoralThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/1843/43126 |
dc.identifier.orcid.pt_BR.fl_str_mv |
0000-0002-7274-3116 |
url |
http://hdl.handle.net/1843/43126 |
identifier_str_mv |
0000-0002-7274-3116 |
dc.language.iso.fl_str_mv |
eng |
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eng |
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http://creativecommons.org/licenses/by/3.0/pt/ info:eu-repo/semantics/openAccess |
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http://creativecommons.org/licenses/by/3.0/pt/ |
eu_rights_str_mv |
openAccess |
dc.publisher.none.fl_str_mv |
Universidade Federal de Minas Gerais |
dc.publisher.program.fl_str_mv |
Programa de Pós-Graduação em Ciência da Computação |
dc.publisher.initials.fl_str_mv |
UFMG |
dc.publisher.country.fl_str_mv |
Brasil |
dc.publisher.department.fl_str_mv |
ICX - DEPARTAMENTO DE CIÊNCIA DA COMPUTAÇÃO |
publisher.none.fl_str_mv |
Universidade Federal de Minas Gerais |
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reponame:Repositório Institucional da UFMG instname:Universidade Federal de Minas Gerais (UFMG) instacron:UFMG |
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