{"id":1120,"date":"2022-03-14T17:36:00","date_gmt":"2022-03-14T20:36:00","guid":{"rendered":"https:\/\/webmedia.org.br\/2022\/?page_id=1120"},"modified":"2022-11-07T09:42:18","modified_gmt":"2022-11-07T12:42:18","slug":"minicursos","status":"publish","type":"page","link":"https:\/\/webmedia.org.br\/2022\/minicursos\/","title":{"rendered":"Minicursos"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1120\" class=\"elementor elementor-1120\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ce90c18 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce90c18\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e3d17a3\" data-id=\"e3d17a3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-34f34b0 elementor-widget elementor-widget-heading\" data-id=\"34f34b0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.6.4 - 13-04-2022 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Minicursos<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53b3184 elementor-section-content-middle elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53b3184\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e1c53d2\" data-id=\"e1c53d2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cf1535d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cf1535d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c33695d\" data-id=\"c33695d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-15ed146 elementor-widget elementor-widget-heading\" data-id=\"15ed146\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Livro de minicurso<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-864818a elementor-widget elementor-widget-heading\" data-id=\"864818a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/sol.sbc.org.br\/livros\/index.php\/sbc\/catalog\/book\/106\">Confira aqui<\/a><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44aaf5a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"44aaf5a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.6.4 - 13-04-2022 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#2c2c2c;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:-webkit-box;display:-ms-flexbox;display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);-ms-flex-negative:0;flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider .elementor-divider-separator{display:-webkit-box;display:-ms-flexbox;display:flex;margin:0;direction:ltr}.elementor-widget-divider--view-line_icon .elementor-divider-separator,.elementor-widget-divider--view-line_text .elementor-divider-separator{-webkit-box-align:center;-ms-flex-align:center;align-items:center}.elementor-widget-divider--view-line_icon .elementor-divider-separator:after,.elementor-widget-divider--view-line_icon .elementor-divider-separator:before,.elementor-widget-divider--view-line_text .elementor-divider-separator:after,.elementor-widget-divider--view-line_text .elementor-divider-separator:before{display:block;content:\"\";border-bottom:0;-webkit-box-flex:1;-ms-flex-positive:1;flex-grow:1;border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--element-align-left .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{-webkit-box-flex:0;-ms-flex-positive:0;flex-grow:0;-ms-flex-negative:100;flex-shrink:100}.elementor-widget-divider--element-align-left .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-left .elementor-divider__element{margin-left:0}.elementor-widget-divider--element-align-right .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{-webkit-box-flex:0;-ms-flex-positive:0;flex-grow:0;-ms-flex-negative:100;flex-shrink:100}.elementor-widget-divider--element-align-right .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-right .elementor-divider__element{margin-right:0}.elementor-widget-divider:not(.elementor-widget-divider--view-line_text):not(.elementor-widget-divider--view-line_icon) .elementor-divider-separator{border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--separator-type-pattern{--divider-border-style:none}.elementor-widget-divider--separator-type-pattern.elementor-widget-divider--view-line .elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37ca0be elementor-widget elementor-widget-text-editor\" data-id=\"37ca0be\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.6.4 - 13-04-2022 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5754c0a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5754c0a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-574b1bb\" data-id=\"574b1bb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2bb97e5 elementor-widget elementor-widget-heading\" data-id=\"2bb97e5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Polariza\u00e7\u00e3o em Redes Sociais: Conceitos, Aplica\u00e7\u00f5es e Desafios<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d51dde elementor-widget elementor-widget-heading\" data-id=\"8d51dde\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Bruno Hott (UFMG), Bruno Pereira Santos (UFMG), T\u00falio Loures (UFMG), Fabricio Benevenuto (UFMG), Pedro Vaz de Melo (UFMG)<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb7850b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fb7850b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f4e06d elementor-widget elementor-widget-text-editor\" data-id=\"1f4e06d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A polariza\u00e7\u00e3o aferida em redes sociais tem refletido a predisposi\u00e7\u00e3o da sociedade para o embate de ideias e o recente incentivo \u00e0 rivalidade pol\u00edtica no mundo. Neste contexto, diversas quest\u00f5es s\u00e3o levantadas tais como: As pessoas est\u00e3o se tornando mais polarizadas? Em caso afirmativo, qual \u00e9 o impacto positivo e negativo das redes sociais neste processo? Como medir\/prever potencial polarizador de um post, coment\u00e1rio ou texto? Entre outras. Na dire\u00e7\u00e3o das poss\u00edveis respostas para esses questionamentos, diversos desafios t\u00e9cnicos eventualmente precisar\u00e3o ser superados, por exemplo, como treinar um algoritmo para detectar a polariza\u00e7\u00e3o de um coment\u00e1rio ou texto e como implementar ferramentas para mitigar a polariza\u00e7\u00e3o nas diferentes plataformas sociais. Neste minicurso, o objetivo \u00e9 discutir o atual cen\u00e1rio de pesquisa em polariza\u00e7\u00e3o, atrav\u00e9s de uma vis\u00e3o cr\u00edtica geral da \u00e1rea, seus desafios e oportunidades. Para alcan\u00e7ar esses objetivos, os principais conceitos e defini\u00e7\u00f5es sobre polariza\u00e7\u00e3o ser\u00e3o apresentados. Tamb\u00e9m ser\u00e3o apresentados o fluxo de coleta de dados sobre polariza\u00e7\u00e3o, seu processamento, an\u00e1lises e extra\u00e7\u00e3o de conhecimento. Para este \u00faltimo, ser\u00e1 dado enfoque especial em uma proposta de taxonomia para m\u00e9tricas de polariza\u00e7\u00e3o em redes sociais. Ao final, ser\u00e3o discutidos os desafios e oportunidades encontrados na \u00e1rea de polariza\u00e7\u00e3o em redes sociais, assim como seus impactos na sociedade e na Internet como a conhecemos.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cfaca5e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cfaca5e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-26048c9\" data-id=\"26048c9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-186cd53 elementor-widget elementor-widget-heading\" data-id=\"186cd53\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Processamento de Linguagem Natural em Textos de M\u00eddias Sociais: Fundamentos, Ferramentas e Aplica\u00e7\u00f5es<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-819dff7 elementor-widget elementor-widget-heading\" data-id=\"819dff7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Frances Santos (UNICAMP), Leandro Villas (UNICAMP), Thiago Henrique Silva (UTFPR), Jordan Kobellarz (UTFPR), F\u00e1bio Rezende de Souza (USP)\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce8072a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ce8072a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36a952f elementor-widget elementor-widget-text-editor\" data-id=\"36a952f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Este minicurso tem como objetivo principal apresentar fundamentos e tecnologias na \u00e1rea de Processamento de Linguagem Natural (PLN &#8211; ou NLP, do acr\u00f4nimo em Ingl\u00eas de Natural Language Processing) para o desenvolvimento de aplica\u00e7\u00f5es por meio da explora\u00e7\u00e3o de textos de m\u00eddias sociais escritos em L\u00edngua Inglesa. Desta forma, este minicurso prepara os participantes para: (1) conhecer as principais caracter\u00edsticas de textos compartilhados por usu\u00e1rios em m\u00eddias sociais e como colet\u00e1-los; (2) compreender diversas t\u00e9cnicas de NLP para construir e executar pipelines de NLP, incluindo as etapas de pr\u00e9-processamento, representa\u00e7\u00e3o, modelagem, extra\u00e7\u00e3o de conhecimento, compreens\u00e3o sem\u00e2ntica e emocional, a partir de textos de m\u00eddias sociais; e (3) apresentar poss\u00edveis aplica\u00e7\u00f5es que podem se beneficiar do conhecimento extra\u00eddo de tais textos.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-84848fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"84848fe\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f489be9\" data-id=\"f489be9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-913c22b elementor-widget elementor-widget-heading\" data-id=\"913c22b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Identifica\u00e7\u00e3o de C\u00e2maras de Eco em Redes Sociais atrav\u00e9s de Detec\u00e7\u00e3o de Comunidade em Redes Complexas: Ferramentas, Tend\u00eancias e Desafios\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e43ca9 elementor-widget elementor-widget-heading\" data-id=\"2e43ca9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Nicollas Oliveira (UFF), Dianne Medeiros (UFF), Diogo Mattos (UFF)\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40f455f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"40f455f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-577e6c7 elementor-widget elementor-widget-text-editor\" data-id=\"577e6c7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A c\u00e2mara de eco \u00e9 um fen\u00f4meno relacionado \u00e0 tend\u00eancia de usu\u00e1rios de redes sociais interagirem com outros usu\u00e1rios em grupos homog\u00eaneos e com ideias e opini\u00f5es semelhantes. Como resultado, a c\u00e2mara de eco prejudica o contradit\u00f3rio e incentiva o fen\u00f4meno do vi\u00e9s de confirma\u00e7\u00e3o, fomentando ambientes prop\u00edcios ao discurso de \u00f3dio e \u00e0 propaga\u00e7\u00e3o de not\u00edcias falsas (fake news). O minicurso apresenta os principais algoritmos para a caracteriza\u00e7\u00e3o estrutural e t\u00e9cnicas que auxiliam na detec\u00e7\u00e3o de c\u00e2maras de eco. O minicurso se concentra em abordagens de descoberta de comunidades sobre um gr\u00e1fico de topologia criado de acordo com a difus\u00e3o de informa\u00e7\u00f5es em redes sociais. Detalham-se tamb\u00e9m algoritmos de caracteriza\u00e7\u00e3o de redes complexas e os \u00edndices de desempenho dessas abordagens. Al\u00e9m disso, o minicurso desenvolve uma atividade pr\u00e1tica de captura de dados em redes sociais e an\u00e1lise para identifica\u00e7\u00e3o de c\u00e2maras de eco. Por fim, s\u00e3o discutidos os desafios e projetos de pesquisa que focam no estudo de c\u00e2maras de eco em redes sociais online.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a7fcef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a7fcef\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-203da55\" data-id=\"203da55\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d6f7c42 elementor-widget elementor-widget-heading\" data-id=\"d6f7c42\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Gera\u00e7\u00e3o de S\u00e9ries Temporais Utilizando Redes Generativas Advers\u00e1rias: da Teoria \u00e0 Pr\u00e1tica<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7079470 elementor-widget elementor-widget-heading\" data-id=\"7079470\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Iran Ribeiro (UFES), Breno Krohling (UFES), Vinicius Mota (UFES), Giovanni Comarela (UFES)\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-639cc38 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"639cc38\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c20809 elementor-widget elementor-widget-text-editor\" data-id=\"5c20809\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Access to datasets is essential for various research fields, such as data science and machine learning. In many scenarios, however, data access and publication are limited by challenges in data collection, handling of missing information, and privacy guarantees. An alternative to tackle this problem is the generation of synthetic data based on the original data, preserving its characteristics while maintaining its privacy. In the literature, it is possible to find several models, for example, for tabular and static data. As time-series are a type of time-dependent data, it may pose additional challenges for such models. In this mini-course, we present the Generative Adversarial Networks (GANs), a framework based on deep learning for training generative models. We use an open dataset with information about bicycle rentals in cities in the United States and discuss the main concepts of time series, deep learning and GANs. In addition, we will present a hands-on with code executions and discussion of the results obtained.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9e508cf elementor-section-content-top elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9e508cf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d400406\" data-id=\"d400406\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2ad3757 elementor-section-content-middle elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2ad3757\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c1871ea\" data-id=\"c1871ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bc19aaa elementor-section-height-min-height elementor-section-content-bottom elementor-section-boxed elementor-section-height-default\" data-id=\"bc19aaa\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-457af07\" data-id=\"457af07\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f4da9e elementor-widget elementor-widget-heading\" data-id=\"0f4da9e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">T\u00edtulo<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad8e9dc elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ad8e9dc\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-13f3d2d\" data-id=\"13f3d2d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a55c2a9 elementor-section-height-min-height elementor-section-content-bottom elementor-section-boxed elementor-section-height-default\" data-id=\"a55c2a9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-67cf0fc\" data-id=\"67cf0fc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7bb690c elementor-widget elementor-widget-heading\" data-id=\"7bb690c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">T\u00edtulo<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3a143d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f3a143d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-6bc0891\" data-id=\"6bc0891\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-329e6a6 elementor-section-height-min-height elementor-section-content-bottom elementor-section-boxed elementor-section-height-default\" data-id=\"329e6a6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-2b3b7ee\" data-id=\"2b3b7ee\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-567e2e9 elementor-widget elementor-widget-heading\" data-id=\"567e2e9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">T\u00edtulo<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80255ff elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"80255ff\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Minicursos Livro de minicurso Confira aqui Polariza\u00e7\u00e3o em Redes Sociais: Conceitos, Aplica\u00e7\u00f5es [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-1120","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/pages\/1120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/comments?post=1120"}],"version-history":[{"count":26,"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/pages\/1120\/revisions"}],"predecessor-version":[{"id":4146,"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/pages\/1120\/revisions\/4146"}],"wp:attachment":[{"href":"https:\/\/webmedia.org.br\/2022\/wp-json\/wp\/v2\/media?parent=1120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}