IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0
Autor(a) principal: | |
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Data de Publicação: | 2023 |
Tipo de documento: | Tese |
Idioma: | por |
Título da fonte: | Biblioteca Digital de Teses e Dissertações da PUC_SP |
Texto Completo: | https://repositorio.pucsp.br/jspui/handle/handle/40758 |
Resumo: | The world was still adapting to the advances of Industry 4.0 – which radically transformed societies – when Society 5.0 emerged. In it, the social organizational model becomes mainly based on technology (Big Data, Artificial Intelligence, Internet of Things) presented assolution to all human needs. Society 5.0 is connected by an avalanche of data that circulates online and is responsible for feeding technology. Artificial Intelligence talks to the individual, offers them products, answers their questions, negotiates their debts, produces medical diagnoses, helps the police identify possible criminals, writes texts and makes art. Intellectual, emotional, social and cultural life started to be transformed into gadgets, turning the individual into a special commodity. However, technology is not neutral. What we don't see, in the process, are the human decisions that were made during the development of these technologies an how the developers assumptions, values, beliefs shapes them. Hence, this research begins with the hypothesis that it is essential to comprehend AI and its "learning" organization by examining the social dimension and striving to identify the biased tendencies of machines that generate biased algorithms, which have serious technological and social consequences. The term "biased algorithms" has been employed with the aim of further expanding this important discussion. The objective of this research is to demonstrate that algorithms are not neutral and may exhibit biases. Biases represent acquired assumptions, beliefs, or attitudes that have the potential to perpetuate stereotypes. Biases can encompass prejudices related to gender, race, age, or appearance. Bias may be rooted in stereotypes,subjective judgments, and pre-existing prejudices. Therefore, we underpin our work with the concept of "biased algorithms." And as all technology changes the body-environment relationship that guides life, this research takes as its object the investigation of new AI tools, their sometimes biased results and how they are transforming societies - societies connected with increasingly complex systems and that move between the online and offline worlds, releasing a set of data, files and documents that become available for unknown uses. Today, it has become urgent to understand how AI operates in this new model of society – how it will increasingly change health, transportation, finance and manufacturing. How it will become essential in diagnostics, autonomous vehicles, smart manufacturing and personalization of education – which will see significant advances in the coming years. Therefore, the goal is to investigate the new 5.0 society and then understand the ethical issues such as transparency, privacy, accountability and algorithmic biases that have become more urgent as AI becomes an even more integrated parte of everyday life. The ongoing debate about how to properly regulate and control AI is crucial. Can the individual position themselves as an active subject in the construction of this new society increasingly guided by AI? Are we automating prejudice and racism in our increasingly connected society? What are the social implications of AI? In its theoretical foundation, there is the Teoria Corpomidia (Katz and Greiner), studies and researches from the largest universities in the world, such as MIT and Princeton, brings compilations from major journals, such as Technology Review and works from institutes focused on the expansion of AI, such as the Center for AI Safety and the Council of Europe, in addition to several authors focused on the topic of AI such as Kearns and Roth; Wachter-Boettcher and Joy Buolamwini |
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Katz, Helenahttp://lattes.cnpq.br/2978061229980647http://lattes.cnpq.br/7740906224872204Samarão, Liliany Alves2024-01-27T20:58:31Z2024-01-27T20:58:31Z2023-12-01Samarão, Liliany Alves. IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0. 2023. Tese (Doutorado em Comunicação e Semiótica) - Programa de Estudos Pós-Graduados em Comunicação e Semiótica da Pontifícia Universidade Católica de São Paulo, São Paulo, 2023.https://repositorio.pucsp.br/jspui/handle/handle/40758The world was still adapting to the advances of Industry 4.0 – which radically transformed societies – when Society 5.0 emerged. In it, the social organizational model becomes mainly based on technology (Big Data, Artificial Intelligence, Internet of Things) presented assolution to all human needs. Society 5.0 is connected by an avalanche of data that circulates online and is responsible for feeding technology. Artificial Intelligence talks to the individual, offers them products, answers their questions, negotiates their debts, produces medical diagnoses, helps the police identify possible criminals, writes texts and makes art. Intellectual, emotional, social and cultural life started to be transformed into gadgets, turning the individual into a special commodity. However, technology is not neutral. What we don't see, in the process, are the human decisions that were made during the development of these technologies an how the developers assumptions, values, beliefs shapes them. Hence, this research begins with the hypothesis that it is essential to comprehend AI and its "learning" organization by examining the social dimension and striving to identify the biased tendencies of machines that generate biased algorithms, which have serious technological and social consequences. The term "biased algorithms" has been employed with the aim of further expanding this important discussion. The objective of this research is to demonstrate that algorithms are not neutral and may exhibit biases. Biases represent acquired assumptions, beliefs, or attitudes that have the potential to perpetuate stereotypes. Biases can encompass prejudices related to gender, race, age, or appearance. Bias may be rooted in stereotypes,subjective judgments, and pre-existing prejudices. Therefore, we underpin our work with the concept of "biased algorithms." And as all technology changes the body-environment relationship that guides life, this research takes as its object the investigation of new AI tools, their sometimes biased results and how they are transforming societies - societies connected with increasingly complex systems and that move between the online and offline worlds, releasing a set of data, files and documents that become available for unknown uses. Today, it has become urgent to understand how AI operates in this new model of society – how it will increasingly change health, transportation, finance and manufacturing. How it will become essential in diagnostics, autonomous vehicles, smart manufacturing and personalization of education – which will see significant advances in the coming years. Therefore, the goal is to investigate the new 5.0 society and then understand the ethical issues such as transparency, privacy, accountability and algorithmic biases that have become more urgent as AI becomes an even more integrated parte of everyday life. The ongoing debate about how to properly regulate and control AI is crucial. Can the individual position themselves as an active subject in the construction of this new society increasingly guided by AI? Are we automating prejudice and racism in our increasingly connected society? What are the social implications of AI? In its theoretical foundation, there is the Teoria Corpomidia (Katz and Greiner), studies and researches from the largest universities in the world, such as MIT and Princeton, brings compilations from major journals, such as Technology Review and works from institutes focused on the expansion of AI, such as the Center for AI Safety and the Council of Europe, in addition to several authors focused on the topic of AI such as Kearns and Roth; Wachter-Boettcher and Joy BuolamwiniO mundo ainda estava se adaptando aos avanços da Indústria 4.0 – que transformou radicalmente as sociedades – quando surgiu a Sociedade 5.0. Nela, o modelo organizacional social passa a ser majoritariamente baseado em tecnologias (Big Data, Inteligência Artificial, Internet das Coisas), apresentadas como soluções para as necessidades humanas. A Sociedade 5.0 é conectada, fazendo circular online uma avalanche de dados que são os responsáveis por alimentar as tecnologias. A Inteligência Artificial conversa com o indivíduo, lhe oferece produtos, responde suas dúvidas, negocia suas dívidas, produz diagnósticos médicos, escreve textos e faz arte. As vidas intelectual, emocional, social e cultural passaram a ser transformadas em gadgets, tornando o próprio sujeito uma mercadoria especial. No entanto, a tecnologia não é neutra. O que não vemos no processo são as decisões humanas que fizeram parte do projeto: suas suposições, valores, crenças – que moldam as etapas de desenvolvimento da tecnologia. Por isso, esta pesquisa parte da hipótese de ser indispensável entender a IA e sua organização de “aprendizagem” olhando para a dimensão social e buscando identificar os vieses tendenciosos das máquinas que geram algoritmos enviesados, pois eles impactam em consequências tecnológicas e sociais graves. Foi usado o termo “algoritmos enviesados” com a proposta de abrir ainda mais essa relevante discussão. O objetivo dessa pesquisa é mostrar que os algoritmos não são neutros e podem ter vieses. Vieses são pressupostos, crenças ou atitudes aprendidos que têm o potencial de perpetuar estereótipos. Os vieses podem incorporar preconceitos relacionados a gênero, raça, idade ou aparência. O enviesamento pode estar fundamentado em estereótipos, avaliações subjetivas e preconceitos preexistentes. Por essa razão, fundamentamos nosso trabalho no conceito de "algoritmos enviesados". E como toda tecnologia muda a relação corpo-ambiente que pauta a vida, esta pesquisa toma como objeto, então, a investigação das novas ferramentas de IA, seus resultados, por vezes, tendenciosos e como estão transformando as sociedades - sociedades conectadas com sistemas cada vez mais complexos e que transitam entre on e off liberando um conjunto de dados, arquivos e documentos que passam a ficar disponíveis para usos desconhecidos. Hoje, tornou-se urgente entender como a IA atua nesse novo modelo de sociedade – como ela mudará, cada vez mais, a saúde, transporte, finanças e manufatura. Como se tornará essencial em diagnósticos, veículos autônomos, manufatura inteligente e personalização da educação – que terão avanços significativos nos próximos anos. Portanto, o objetivo é investigar a nova sociedade 5.0 e, então, entender as questões éticas, como transparência, privacidade, responsabilidade e vieses algoritmos que se tornaram mais urgentes à medida que a IA se torna uma teia ainda mais integrada à vida cotidiana. E sua justificativa é a de se ter tornado crucial o debate contínuo sobre como regulamentar e controlar a IA de maneira adequada. Pode o individuo se colocar como sujeito ativo na construção desta nova sociedade cada vez mais pautada pela IA? Estamos automatizando preconceitos e racismo na sociedade cada vez mais conectada? Quais as implicações sociais da IA? Na sua fundamentação teórica estão a Teoria Corpomídia (Katz e Greiner), pesquisas do MIT e Princeton, compilações de revistas como a MIT Technology Review, e trabalhos de institutos voltados à expansão da IA, como o Center for AI Safety e o Council of Europe, além de diversos autores dedicados ao tema da IA, como Kearns e Roth, WachterBoettcher e Joy BuolamwiniCoordenação de Aperfeiçoamento de Pessoal de Nível Superior – CAPESporPontifícia Universidade Católica de São PauloPrograma de Estudos Pós-Graduados em Comunicação e SemióticaPUC-SPBrasilFaculdade de Filosofia, Comunicação, Letras e ArtesCNPQ::CIENCIAS SOCIAIS APLICADAS::COMUNICACAOSociedade 5.0Inteligência artificialRacismo algorítmicoAlgoritmos enviesadosCorpomídiaSociety 5.0Artificial intelligenceAlgorithmic racismBiased algorithmsCorpusmediaIA e algoritmos enviesados: as dimensões do viver na sociedade 5.0info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisinfo:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações da PUC_SPinstname:Pontifícia Universidade Católica de São Paulo (PUC-SP)instacron:PUC_SPORIGINALLiliany Alves Samarão.pdfapplication/pdf5009793https://repositorio.pucsp.br/xmlui/bitstream/handle/40758/1/Liliany%20Alves%20Samar%c3%a3o.pdf305d0c1b5bd751967fd153b55ff130ccMD51TEXTLiliany Alves Samarão.pdf.txtLiliany Alves Samarão.pdf.txtExtracted texttext/plain230195https://repositorio.pucsp.br/xmlui/bitstream/handle/40758/2/Liliany%20Alves%20Samar%c3%a3o.pdf.txt954e7c70a3d1d9b7d21477b85d408df3MD52THUMBNAILLiliany Alves Samarão.pdf.jpgLiliany Alves Samarão.pdf.jpgGenerated Thumbnailimage/jpeg2026https://repositorio.pucsp.br/xmlui/bitstream/handle/40758/3/Liliany%20Alves%20Samar%c3%a3o.pdf.jpg7a931baf2d57cf5e0a60f534d64ea57cMD53handle/407582024-02-05 11:42:25.5oai:repositorio.pucsp.br:handle/40758Biblioteca Digital de Teses e Dissertaçõeshttps://sapientia.pucsp.br/https://sapientia.pucsp.br/oai/requestbngkatende@pucsp.br||rapassi@pucsp.bropendoar:2024-02-05T14:42:25Biblioteca Digital de Teses e Dissertações da PUC_SP - Pontifícia Universidade Católica de São Paulo (PUC-SP)false |
dc.title.pt_BR.fl_str_mv |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 |
title |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 |
spellingShingle |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 Samarão, Liliany Alves CNPQ::CIENCIAS SOCIAIS APLICADAS::COMUNICACAO Sociedade 5.0 Inteligência artificial Racismo algorítmico Algoritmos enviesados Corpomídia Society 5.0 Artificial intelligence Algorithmic racism Biased algorithms Corpusmedia |
title_short |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 |
title_full |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 |
title_fullStr |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 |
title_full_unstemmed |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 |
title_sort |
IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0 |
author |
Samarão, Liliany Alves |
author_facet |
Samarão, Liliany Alves |
author_role |
author |
dc.contributor.advisor1.fl_str_mv |
Katz, Helena |
dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/2978061229980647 |
dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/7740906224872204 |
dc.contributor.author.fl_str_mv |
Samarão, Liliany Alves |
contributor_str_mv |
Katz, Helena |
dc.subject.cnpq.fl_str_mv |
CNPQ::CIENCIAS SOCIAIS APLICADAS::COMUNICACAO |
topic |
CNPQ::CIENCIAS SOCIAIS APLICADAS::COMUNICACAO Sociedade 5.0 Inteligência artificial Racismo algorítmico Algoritmos enviesados Corpomídia Society 5.0 Artificial intelligence Algorithmic racism Biased algorithms Corpusmedia |
dc.subject.por.fl_str_mv |
Sociedade 5.0 Inteligência artificial Racismo algorítmico Algoritmos enviesados Corpomídia |
dc.subject.eng.fl_str_mv |
Society 5.0 Artificial intelligence Algorithmic racism Biased algorithms Corpusmedia |
description |
The world was still adapting to the advances of Industry 4.0 – which radically transformed societies – when Society 5.0 emerged. In it, the social organizational model becomes mainly based on technology (Big Data, Artificial Intelligence, Internet of Things) presented assolution to all human needs. Society 5.0 is connected by an avalanche of data that circulates online and is responsible for feeding technology. Artificial Intelligence talks to the individual, offers them products, answers their questions, negotiates their debts, produces medical diagnoses, helps the police identify possible criminals, writes texts and makes art. Intellectual, emotional, social and cultural life started to be transformed into gadgets, turning the individual into a special commodity. However, technology is not neutral. What we don't see, in the process, are the human decisions that were made during the development of these technologies an how the developers assumptions, values, beliefs shapes them. Hence, this research begins with the hypothesis that it is essential to comprehend AI and its "learning" organization by examining the social dimension and striving to identify the biased tendencies of machines that generate biased algorithms, which have serious technological and social consequences. The term "biased algorithms" has been employed with the aim of further expanding this important discussion. The objective of this research is to demonstrate that algorithms are not neutral and may exhibit biases. Biases represent acquired assumptions, beliefs, or attitudes that have the potential to perpetuate stereotypes. Biases can encompass prejudices related to gender, race, age, or appearance. Bias may be rooted in stereotypes,subjective judgments, and pre-existing prejudices. Therefore, we underpin our work with the concept of "biased algorithms." And as all technology changes the body-environment relationship that guides life, this research takes as its object the investigation of new AI tools, their sometimes biased results and how they are transforming societies - societies connected with increasingly complex systems and that move between the online and offline worlds, releasing a set of data, files and documents that become available for unknown uses. Today, it has become urgent to understand how AI operates in this new model of society – how it will increasingly change health, transportation, finance and manufacturing. How it will become essential in diagnostics, autonomous vehicles, smart manufacturing and personalization of education – which will see significant advances in the coming years. Therefore, the goal is to investigate the new 5.0 society and then understand the ethical issues such as transparency, privacy, accountability and algorithmic biases that have become more urgent as AI becomes an even more integrated parte of everyday life. The ongoing debate about how to properly regulate and control AI is crucial. Can the individual position themselves as an active subject in the construction of this new society increasingly guided by AI? Are we automating prejudice and racism in our increasingly connected society? What are the social implications of AI? In its theoretical foundation, there is the Teoria Corpomidia (Katz and Greiner), studies and researches from the largest universities in the world, such as MIT and Princeton, brings compilations from major journals, such as Technology Review and works from institutes focused on the expansion of AI, such as the Center for AI Safety and the Council of Europe, in addition to several authors focused on the topic of AI such as Kearns and Roth; Wachter-Boettcher and Joy Buolamwini |
publishDate |
2023 |
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2023-12-01 |
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2024-01-27T20:58:31Z |
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2024-01-27T20:58:31Z |
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Samarão, Liliany Alves. IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0. 2023. Tese (Doutorado em Comunicação e Semiótica) - Programa de Estudos Pós-Graduados em Comunicação e Semiótica da Pontifícia Universidade Católica de São Paulo, São Paulo, 2023. |
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https://repositorio.pucsp.br/jspui/handle/handle/40758 |
identifier_str_mv |
Samarão, Liliany Alves. IA e algoritmos enviesados: as dimensões do viver na sociedade 5.0. 2023. Tese (Doutorado em Comunicação e Semiótica) - Programa de Estudos Pós-Graduados em Comunicação e Semiótica da Pontifícia Universidade Católica de São Paulo, São Paulo, 2023. |
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