Online social imaginary: a global analysis of gender gap and social values in the Internet

Detalhes bibliográficos
Autor(a) principal: Gabriel Magno de Oliveira Silva
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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spelling 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
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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
language eng
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by/3.0/pt/
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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
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFMG
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