{"id":113,"date":"2020-08-17T11:43:07","date_gmt":"2020-08-17T14:43:07","guid":{"rendered":"http:\/\/www.cemeai.icmc.usp.br\/4EABDA\/?page_id=113"},"modified":"2021-07-30T15:51:14","modified_gmt":"2021-07-30T18:51:14","slug":"curso-8","status":"publish","type":"page","link":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/curso-8\/","title":{"rendered":"Curso VIII"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"113\" class=\"elementor elementor-113\" data-elementor-settings=\"[]\">\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<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-widget-wrap elementor-element-populated\">\n\t\t\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-6ad17c5cf28a7\" 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 VIII<\/h2><p class=\"feature-slide-description\">Sistemas de Recomenda\u00e7\u00e3o Online<\/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-6ad17c5cf28a7').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<\/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-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<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-widget-wrap elementor-element-populated\">\n\t\t\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-6ad17c5d02659\" 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 VIII<\/h2><p class=\"feature-slide-description\">Sistemas de Recomenda\u00e7\u00e3o Online<\/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-6ad17c5d02659').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<\/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-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<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-widget-wrap elementor-element-populated\">\n\t\t\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<!-- wp:shortcode -->\n<p><strong>Ministrante:<\/strong> <span style=\"font-weight: 400;\">Jo\u00e3o Vinagre \u2013 Universidade do Porto<\/span><\/p>\n<p><strong>Resumo: <span style=\"font-weight: 400;\">Os sistemas de recomenda\u00e7\u00e3o desempenham um papel fundamental em muitos servi\u00e7os online modernos, abarcando desde recomenda\u00e7\u00e3o de m\u00fasica e v\u00eddeo, at\u00e9 \u00e0 filtragem personalizada de conte\u00fado em redes sociais. A pesquisa em recomenda\u00e7\u00e3o \u00e9 muito din\u00e2mica e multidisciplinar, envolvendo t\u00e9cnicas de recupera\u00e7\u00e3o de informa\u00e7\u00e3o, m\u00e9todos avan\u00e7ados de aprendizado de m\u00e1quina, estat\u00edstica e modelagem de usu\u00e1rios. Este curso incluir\u00e1 uma curta introdu\u00e7\u00e3o aos m\u00e9todos cl\u00e1ssicos e do estado da arte, providenciar\u00e1 detalhes de t\u00e9cnicas avan\u00e7adas e discutir\u00e1 futuras dire\u00e7\u00f5es de pesquisa.<\/span><\/strong><\/p>\n<p><strong>Conte\u00fado:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Introdu\u00e7\u00e3o \u00e0 recomenda\u00e7\u00e3o online e principais abordagens para problemas de recomenda\u00e7\u00e3o<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Recomenda\u00e7\u00e3o baseada em uso<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Filtragem colaborativa cl\u00e1ssica: m\u00e9todos baseados em vizinhan\u00e7a<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Modelos de fatores latentes: fatoriza\u00e7\u00e3o de matrizes e deep learning<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Recomenda\u00e7\u00e3o multidimensional: contexto e informa\u00e7\u00e3o auxiliar<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Aprendizado incremental<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Avalia\u00e7\u00e3o de sistemas de recomenda\u00e7\u00e3o<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Pesquisa futura: algoritmos distribu\u00eddos, privacidade, enviesamento e equidade<\/span><\/p>\n<p><strong>Refer\u00eancias:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">Aggarwal, C. C. (2016). Recommender systems (Vol. 1). Cham: Springer International Publishing.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Al-Ghossein, M., Abdessalem, T., &amp; BARR\u00c9, A. (2021). A Survey on Stream-Based Recommender Systems. ACM Computing Surveys (CSUR), 54(5), 1-36.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Leskovec, J., Rajaraman, A., &amp; Ullman, J. D. (2020). Mining of massive data sets. Cambridge university press. Chapter 9.<\/span><\/p>\n<p><strong>Mini CV:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\"><strong>Jo\u00e3o Vinagre<\/strong> \u00e9 investigador no INESC TEC, Portugal, e Professor Auxiliar na Universidade do Porto. Obteve o seu doutorado em 2016. Sua pesquisa foca em diversos aspectos de sistemas de recomenda\u00e7\u00e3o, com \u00eanfase em algoritmos de aprendizado online, aprendizado em ensemble, e avalia\u00e7\u00e3o de algoritmos. Tamb\u00e9m tem trabalho recente em confiabilidade de m\u00e9todos de aprendizado de m\u00e1quina. Tem estado envolvido em v\u00e1rios projetos com financiamento p\u00fablico, bem como projetos de inova\u00e7\u00e3o em contratos com empresas. Co-organizou quatro edi\u00e7\u00f5es da ORSUM, uma workshop internacional anual focada em m\u00e9todos online para sistemas de recomenda\u00e7\u00e3o e modelagem de usu\u00e1rios.<\/span><\/p>\n<!-- \/wp:shortcode -->\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\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Curso VIII Sistemas de Recomenda\u00e7\u00e3o Online Curso VIII Sistemas de Recomenda\u00e7\u00e3o Online<\/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":{"footnotes":""},"class_list":["post-113","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/113","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/comments?post=113"}],"version-history":[{"count":6,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/113\/revisions"}],"predecessor-version":[{"id":236,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/113\/revisions\/236"}],"wp:attachment":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/media?parent=113"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}