O slideshow foi denunciado.
Utilizamos seu perfil e dados de atividades no LinkedIn para personalizar e exibir anúncios mais relevantes. Altere suas preferências de anúncios quando desejar.

Visual Analytics 101 - Princípios, práticas e ferramentas

1.147 visualizações

Publicada em

Apresentação panorâmica sobre a área emergente de Visual Analytics, citando principais conceitos e referências que vêm moldando suas práticas.
Apresentada no Rio BigData Meetup de 21 de outubro de 2014, no anfiteatro do Rio Data Center na PUC-Rio.

Publicada em: Dados e análise
  • DOWNLOAD THE BOOK INTO AVAILABLE FORMAT (New Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://urlzs.com/UABbn } ......................................................................................................................... Download Full EPUB Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download Full doc Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download PDF EBOOK here { https://urlzs.com/UABbn } ......................................................................................................................... Download EPUB Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download doc Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THE can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THE is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBOOK .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookBOOK, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, EBOOK, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THE Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THE the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THE Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui
  • DOWNLOAD THE BOOK INTO AVAILABLE FORMAT (New Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://urlzs.com/UABbn } ......................................................................................................................... Download Full EPUB Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download Full doc Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download PDF EBOOK here { https://urlzs.com/UABbn } ......................................................................................................................... Download EPUB Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download doc Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THE can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THE is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBOOK .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookBOOK, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, EBOOK, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THE Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THE the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THE Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui
  • DOWNLOAD THE BOOK INTO AVAILABLE FORMAT (New Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THE can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THE is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBOOK .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookBOOK, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, EBOOK, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THE Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THE the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THE Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui
  • DOWNLOAD THE BOOK INTO AVAILABLE FORMAT (New Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THE can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THE is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBOOK .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookBOOK, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, EBOOK, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THE Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THE the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THE Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui
  • DOWNLOAD THE BOOK INTO AVAILABLE FORMAT (New Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THE can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THE is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBOOK .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookBOOK, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, EBOOK, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THE Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THE the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THE Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui

Visual Analytics 101 - Princípios, práticas e ferramentas

  1. 1. Princípios, práticas e ferramentas VISUAL ANALYTICS 101 Rio Big Data Meetup 21/Out /2014 Luí s Rodr igues lu i s@lu i s r o dr ig ue s . co m. br
  2. 2. VISUAL ANALYTICS 101 Rio Big Data Meetup 21/Out /2014 Luí s Rodr igues lu i s@lu i s r o dr ig ue s . co m. br “A melhor forma de ter boas ideias é ter muitas ideias e ir jogando fora as ruins.” Linus Pauling Nobel de Química, 1954 Nobel da Paz, 1962 Único a receber 2 prêmios sozinho 1 dos 4 a receber mais de um prêmio 1 dos 2 a receber prêmios em 2 categor ias INTRO Def inição Por quê? Como? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  3. 3. DEFINIÇÃO FORMAL Thomas & Cook (2005): Visual analytics is the science of analytical reasoning facilitated by interactive visual interfaces. Analytical reasoning is central to the analyst’s task of applying human judgments to reach conclusions from a combination of evidence and assumptions. VISUAL ANALYTICS 101 Int ro DEFINIÇÃO Por quê? Como? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  4. 4. NA PRÁTICA DADOS ANÁLISE AÇÃO dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz VISUAL ANALYTICS 101 Int ro DEFINIÇÃO Por quê? Como? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  5. 5. POR QUÊ? Insights valiosos dos dados Decisões melhor embasadas Comunicação mais efetiva Processamento de grandes volumes, velocidades, variedade... ...assim como qualquer área relacionada com Big Data! VISUAL ANALYTICS 101 Int ro Def inição POR QUÊ? Como? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  6. 6. MAIS ESPECIFICAMENTE Aumentar a probabilidade de se encontrar algo: Sem sentido Contra-intuitivo Desconcertante Polêmico  Imprevisível Bizarro in_sight Qual algoritmo? Qual forma? Qual valor (v = b/c)? VISUAL ANALYTICS 101 Int ro Def inição POR QUÊ? Como? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  7. 7. COMO TER MAIS INSIGHTS? Não começar com uma hipótese/pergunta  Vira um obstáculo  Vira um compromisso Evitar conclusões por analogia  Experiência pode cegar  Você quer NOVAS ideias Não explorar os dados sozinho  Qualquer um é melhor que nenhum  Cada um vê diferente Ver os dados de diversas formas em diversos contextos  MUITAS PERSPECTIVAS  Se não houver insight, houve APRENDIZADO VISUAL ANALYTICS 101 Int ro Def inição Por quê? COMO? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  8. 8. COMO ESTIMULAR MUITAS PERSPECTIVAS? Assumir que não sabe tudo Abstrair, abstrair a abstração  Prototipar rapidíssimo (5’) Co-customizar e compartilhar constantemente Permitir drill down & around Cruzar Bananas x Laranjas Descontrair e descomprometer Prestar atenção  Inspirações cruzadas Cognição visual VISUAL ANALYTICS 101 Int ro Def inição Por quê? COMO? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  9. 9. COGNIÇÃO VISUAL  “Nossos cérebros estão configurados para processar informação mais efetivamente de forma visual” (Simon)  “O olho e o córtex visual do cérebro formam um processador paralelo massivo, que compõem o canal com maior bandwidth para os centros cognitivos humanos” (Ware)  “Processamos mais pelo visual do que por todos os outros sentidos combinados” (Ware) VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? COGNIÇÃO VISUAL Abordagens Fer ramentas Inspi ração Referências
  10. 10. PREATTENTIVE PROCESSING (TREISMAN, 1980) VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? COGNIÇÃO VISUAL Abordagens Fer ramentas Inspi ração Referências
  11. 11. PRECISÃO PERCEPTIVA VISUAL (CLEVELAND, 1985) Depende... VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? COGNIÇÃO VISUAL Abordagens Fer ramentas Inspi ração Referências
  12. 12. PRA QUEM? QUE DADOS? PRA QUÊ? QUE TECNOLOGIA? VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? COGNIÇÃO VISUAL Abordagens Fer ramentas Inspi ração Referências
  13. 13. REGRA ABSOLUTA ABORDAGENS & INSPIRAÇÕES Um vê diferente do outro Um mesmo indivíduo vê diferente a depender do contexto Use isso a seu favor  Menos dashboards: ferramentas de acompanhamento e comunicação  Menos IMPOSIÇÃO/ESTAGNAÇÃO  Mais protótipos flexíveis: ferramentas de discussão e colaboração  Mais SUGESTÃO/DINAMICIDADE VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual ABORDAGENS Fer ramentas Inspi ração Referências
  14. 14. ABORDAGENS VISUAIS Tukey (1977): Primórdios...  “Exploratory data analysis”: o valor do visual  Caneta, lápis, papel: sugestões para clareza e ênfase Tufte (1983-2001): Salto!  Leituras micro/macro  Estratificação (em camadas) e separação  Pequenos múltiplos  Cor e informação  Narrativas de espaço e tempo VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual ABORDAGENS Fer ramentas Inspi ração Referências
  15. 15. ABORDAGENS VISUAIS: TUFTE www.sealthreinhold.com/tufte s-rules VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual ABORDAGENS Fer ramentas Inspi ração Referências
  16. 16. ABORDAGEM COGNITIVA Schneiderman (1999)  Aumentar o uso de recursos visuais que expandam a capacidade de processamento  Reduzir a busca representando muitos dados em apenas um espaço  Estimular visualmente o reconhecimento de padrões  Estimular visualmente a inferência de relacionamentos  Ativar o monitoramento perceptivo de um grande número de eventos  Prover um meio manipulável/interativo para exploração VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual ABORDAGENS Fer ramentas Inspi ração Referências
  17. 17. ABORDAGEM SISTÊMICA (YAU, 2013) VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual ABORDAGENS Fer ramentas Inspi ração Referências
  18. 18. FERRAMENTAS Cada semana (dia?) aparece uma...  selection.datavisualization.ch www.visualisingdata.com/index.p hp/resources A lista continua crescendo... VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual Abordagens FERRAMENTAS Inspi ração Referências
  19. 19. NA PRÁTICA DADOS ANÁLISE AÇÃO dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz dataviz VISUAL ANALYTICS 101 Int ro DEFINIÇÃO Por quê? Como? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração Referências
  20. 20. APLICAÇÃO > FERRAMENTA Exploração Prototipação Publicação R Tableau QlikView Spotfire D3.js Cognição e Análise Colaborativas VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual Abordagens FERRAMENTAS Inspi ração Referências
  21. 21. COMPARAÇÃO: TRUSTRADIUS VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual Abordagens FERRAMENTAS Inspi ração Referências
  22. 22. COMPARAÇÃO: INDEED VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual Abordagens FERRAMENTAS Inspi ração Referências
  23. 23. INSPIRAÇÃO Galerias com curadoria  visualoop.com/11044/30- amazing-data-viz-galleries-everyone- should-follow D3.js: Mike Bostock  bl.ocks.org/mbostock Data Art www.openprocessing.org/browse /?viewBy=most&filter=favorited VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual Abordagens Fer ramentas INSPIRAÇÃO Referências
  24. 24. REFERÊNCIAS DESTA APRESENTAÇÃO  Thomas & Cook: Illuminating the Path: The R&D Agenda for Visual Analytics  Mike Bostock: d3js.org  Alberto Cairo: Functional Art  William Cleveland: Visualizing Data  Ben Shneiderman: Readings in Information Visualization: Using Vision to Think  Phil Simon: The Visual Organization  Anne Treisman: A feature integration theory of attention  John Tukey: Exploratory Data Analysis  Edward Tufte: The Visual Display of Quantitative Information  Colin Ware: Information Visualization, Third Edition: Perception for Design  Nathan Yau: Data Points: Visualization That Means Something & flowingdata.com  Muitos outros autores e obras... VISUAL ANALYTICS 101 Int ro Def inição Por quê? Como? Cogni ção Vi sual Abordagens Fer ramentas Inspi ração REFERÊNCIAS
  25. 25. É SÓ O COMEÇO... Rio Big Data Meetup 21/Out /2014 Luí s Rodr igues lu i s@lu i s r o dr ig ue s . co m. br
  26. 26. OBRIGADO. Rio Big Data Meetup 21/Out /2014 Luí s Rodr igues lu i s@lu i s r o dr ig ue s . co m. br

×