{"id":115,"date":"2020-08-17T11:43:11","date_gmt":"2020-08-17T14:43:11","guid":{"rendered":"http:\/\/www.cemeai.icmc.usp.br\/4EABDA\/?page_id=115"},"modified":"2020-08-24T12:17:55","modified_gmt":"2020-08-24T15:17:55","slug":"curso-3","status":"publish","type":"page","link":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/curso-3\/","title":{"rendered":"Curso III"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"115\" class=\"elementor elementor-115\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3ed9e55 elementor-section-full_width elementor-hidden-phone elementor-section-height-default elementor-section-height-default\" data-id=\"3ed9e55\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-eb25f85\" data-id=\"eb25f85\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79e06dc elementor-widget elementor-widget-edu-featured-slider\" data-id=\"79e06dc\" data-element_type=\"widget\" data-widget_type=\"edu-featured-slider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\r\n        <div class=\"feature-slides-wrapper feature-slick-slider\" >\r\n            <div class=\"feature-slider slider-69e15df0792a6\" data-animation=\"up\">\r\n\t\t\t\t<div class=\"elementor-repeater-item-b159737 slick-slide\"><div class=\"feature-slide-bg\"><\/div><div  class=\"feature-slide-inner\"><div class=\"feature-slide-content animated fadeInUp\"><h2 class=\"feature-slide-heading\">Curso III<\/h2><p class=\"feature-slide-description\">Minera\u00e7\u00e3o de eventos: algoritmos e aplica\u00e7\u00f5es<\/p><\/div><\/div><\/div>            <\/div>\r\n        <\/div>\r\n        <script type=\"text\/javascript\">\r\n            (function($) {\r\n                \"use strict\";\r\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0$('.slider-69e15df0792a6').slick({    \r\n                          \r\n                                    });\r\n            })(jQuery);\r\n        <\/script>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-150722e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"150722e\" 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\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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-d413fe1 elementor-section-full_width elementor-hidden-desktop elementor-hidden-tablet elementor-section-height-default elementor-section-height-default\" data-id=\"d413fe1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0f77681\" data-id=\"0f77681\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8d828c elementor-widget elementor-widget-edu-featured-slider\" data-id=\"b8d828c\" data-element_type=\"widget\" data-widget_type=\"edu-featured-slider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\r\n        <div class=\"feature-slides-wrapper feature-slick-slider\" >\r\n            <div class=\"feature-slider slider-69e15df07bc98\" data-animation=\"up\">\r\n\t\t\t\t<div class=\"elementor-repeater-item-b159737 slick-slide\"><div class=\"feature-slide-bg\"><\/div><div  class=\"feature-slide-inner\"><div class=\"feature-slide-content animated fadeInUp\"><h2 class=\"feature-slide-heading\">Curso III<\/h2><p class=\"feature-slide-description\">Minera\u00e7\u00e3o de eventos: algoritmos e aplica\u00e7\u00f5es<\/p><\/div><\/div><\/div>            <\/div>\r\n        <\/div>\r\n        <script type=\"text\/javascript\">\r\n            (function($) {\r\n                \"use strict\";\r\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0$('.slider-69e15df07bc98').slick({    \r\n                          \r\n                                    });\r\n            })(jQuery);\r\n        <\/script>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e3b8e9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5e3b8e9\" 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\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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-332ae7ca elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"332ae7ca\" 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\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-23c2b954\" data-id=\"23c2b954\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c26bb50 elementor-widget elementor-widget-text-editor\" data-id=\"1c26bb50\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<!-- wp:shortcode -->\n<p><strong>Ministrante:<\/strong> Solange Oliveira Rezende<\/p>\n<p><strong>Resumo: <\/strong>Um evento pode ser definido como \u201calgo que acontece em um tempo e lugar espec\u00edfico\u201d. Em geral, eventos s\u00e3o extra\u00eddos de textos publicados em portais de not\u00edcias, f\u00f3runs e redes sociais, sendo importantes para mapear a informa\u00e7\u00e3o de um mundo virtual para os v\u00e1rios fen\u00f4menos que ocorrem em nosso mundo f\u00edsico. Nesse sentido, diversas aplica\u00e7\u00f5es foram propostas para explorar o relacionamento entre eventos e o mundo real, por exemplo em economia, sa\u00fade p\u00fablica, an\u00e1lise de sentimentos, bem como a constru\u00e7\u00e3o de indicadores inteligentes para v\u00e1rios dom\u00ednios. A minera\u00e7\u00e3o de eventos permite extrair este tipo de conhecimento e vem recebendo muita aten\u00e7\u00e3o nos \u00faltimos anos, pois fornece como resultado final modelos de intelig\u00eancia anal\u00edtica que s\u00e3o \u00fateis para tomada de decis\u00e3o. Tais modelos exploram as m\u00faltiplas representa\u00e7\u00f5es de eventos como a informa\u00e7\u00e3o textual, informa\u00e7\u00e3o temporal, informa\u00e7\u00e3o geogr\u00e1fica, e outros tipos de entidades. Assim, o processo de minera\u00e7\u00e3o de eventos envolve o pr\u00e9-processamento e representa\u00e7\u00e3o do conhecimento (aprendizado de representa\u00e7\u00f5es e word embedding), extra\u00e7\u00e3o de padr\u00f5es (m\u00e9todos de agrupamento e classifica\u00e7\u00e3o) e p\u00f3s-processamento (constru\u00e7\u00e3o de indicadores para intelig\u00eancia anal\u00edtica). Nesse minicurso, ser\u00e3o apresentados uma vis\u00e3o te\u00f3rica e pr\u00e1tica sobre Minera\u00e7\u00e3o de Eventos, com a execu\u00e7\u00e3o de ferramentas de c\u00f3digo-aberto a partir de dados reais para discutir o conte\u00fado do minicurso de forma interativa.<\/p>\n<p><strong>Conte\u00fado:<\/strong> Pr\u00e9-processamento e representa\u00e7\u00e3o estruturada de eventos; Extra\u00e7\u00e3o de Entidades Nomeadas; Text Embeddings; Extra\u00e7\u00e3o de Padr\u00f5es em Redes de Eventos usando An\u00e1lise de Agrupamentos; P\u00f3s-processamento e visualiza\u00e7\u00e3o.<\/p>\n<p><strong>Refer\u00eancias:<\/strong><\/p>\n<p>AGGARWAL, Charu C.; ZHAI, ChengXiang (Ed.). Mining text data. Springer Science &amp; Business Media, 2012.<\/p>\n<p>TAN, Pang-Ning; STEINBACH, Michael; KUMAR, Vipin. Introduction to data mining. Pearson Education India, 2014.<\/p>\n<p>SHI, Chuan et al. A survey of heterogeneous information network analysis. IEEE Transactions on Knowledge and Data Engineering, v. 29, n. 1, p. 17-37, 2016.<\/p>\n<p>CHEN, Xinhong; LI, Qing. Event modeling and mining: a long journey toward explainable events. The VLDB Journal, v. 29, n. 1, p. 459-482, 2020.<\/p>\n<p><strong>Mini CV:<\/strong><\/p>\n<p><strong>Solange Oliveira Rezende<\/strong> \u00e9 professora associada do Departamento de Ci\u00eancias de Computa\u00e7\u00e3o do Instituto de Ci\u00eancias Matem\u00e1ticas e de Computa\u00e7\u00e3o da Universidade de S\u00e3o Paulo (USP). Possui gradua\u00e7\u00e3o em Licenciatura em Ci\u00eancias com Habilita\u00e7\u00e3o Matem\u00e1tica pela Universidade Federal de Uberl\u00e2ndia (1986), mestrado em Ci\u00eancias de Computa\u00e7\u00e3o e Matem\u00e1tica Computacional pela Universidade de S\u00e3o Paulo (1990) e doutorado em Engenharia Mec\u00e2nica pela Escola de Engenharia de S\u00e3o Carlos da Universidade de S\u00e3o Paulo (1993). Tem mais de 30 anos de experi\u00eancia na \u00e1rea de Ci\u00eancia da Computa\u00e7\u00e3o, com \u00eanfase em Intelig\u00eancia Artificial. Atua\u00e7\u00e3o principal em Minera\u00e7\u00e3o de Dados e Textos, Intelig\u00eancia Anal\u00edtica de Textos, Ci\u00eancia de Dados, Minera\u00e7\u00e3o de Opini\u00f5es e Sistemas de Recomenda\u00e7\u00e3o. \u00c9 Orientadora nos programas de P\u00f3s-Gradua\u00e7\u00e3o em Ci\u00eancias de Computa\u00e7\u00e3o e Matem\u00e1tica Computacional (M e D) e Mestrado Profissional Matem\u00e1tica, Estat\u00edstica e Computa\u00e7\u00e3o Aplicadas \u00e0 Ind\u00fastria ambos do ICMC-USP.\u00a0<a href=\"http:\/\/lattes.cnpq.br\/8526960535874806\">http:\/\/lattes.cnpq.br\/8526960535874806<\/a>.<\/p>\n<!-- \/wp:shortcode -->\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Curso III Minera\u00e7\u00e3o de eventos: algoritmos e aplica\u00e7\u00f5es Curso III Minera\u00e7\u00e3o de eventos: algoritmos e aplica\u00e7\u00f5es<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":[],"_links":{"self":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/pages\/115"}],"collection":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/comments?post=115"}],"version-history":[{"count":6,"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/pages\/115\/revisions"}],"predecessor-version":[{"id":185,"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/pages\/115\/revisions\/185"}],"wp:attachment":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/4EABDA\/wp-json\/wp\/v2\/media?parent=115"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}