{"id":1743,"date":"2025-10-20T21:29:15","date_gmt":"2025-10-20T21:29:15","guid":{"rendered":"https:\/\/eic.cefet-rj.br\/~dal\/?page_id=1743"},"modified":"2025-10-21T00:59:03","modified_gmt":"2025-10-21T00:59:03","slug":"data-analytics-lab-us","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~dal\/en\/data-analytics-lab-us\/","title":{"rendered":"Data Analytics Lab"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1743\" class=\"elementor elementor-1743\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f1ffa38 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f1ffa38\" data-element_type=\"section\" data-e-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-0ff15db\" data-id=\"0ff15db\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-5e15bf6\" data-id=\"5e15bf6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-3440ff3\" data-id=\"3440ff3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\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-3e26af6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3e26af6\" data-element_type=\"section\" data-e-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-45b7792\" data-id=\"45b7792\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<\/div>\n\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-4bf79cc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4bf79cc\" data-element_type=\"section\" data-e-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-ea34ce4\" data-id=\"ea34ce4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\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-8406898 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8406898\" data-element_type=\"section\" data-e-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-4209d57\" data-id=\"4209d57\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7dddd29 elementor-widget elementor-widget-text-editor\" data-id=\"7dddd29\" data-element_type=\"widget\" data-e-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\t<p data-start=\"117\" data-end=\"777\">The <strong data-start=\"121\" data-end=\"149\">Data Analytics Lab (DAL)<\/strong> is a research group at CEFET\/RJ, registered with CNPq, dedicated to the development of innovative methods and tools in <strong data-start=\"269\" data-end=\"286\">Data Analysis<\/strong> and <strong data-start=\"291\" data-end=\"306\">Data Mining<\/strong>, with a special emphasis on time series analysis. Its activities range from the investigation of prediction techniques to event detection, including anomalies, change points, concept drifts, pattern discovery, and motif identification. DAL operates at the interface between basic and applied research, seeking robust solutions for problems involving multivariate, non-stationary data from complex scenarios such as real-time monitoring, big data, and critical systems.<\/p>\n<p data-start=\"779\" data-end=\"1485\">The laboratory stands out for the development of integrated <strong data-start=\"839\" data-end=\"867\">computational frameworks<\/strong>, such as <em data-start=\"877\" data-end=\"888\">Harbinger<\/em>, <em data-start=\"890\" data-end=\"902\">DALToolbox<\/em>, and <em data-start=\"908\" data-end=\"916\">TSPred<\/em>, which are widely used by the scientific community and made available as packages on CRAN. These frameworks incorporate state-of-the-art methods in machine learning, deep learning, and preprocessing techniques, enabling everything from offline analysis to online detection and forecasting applications. DAL maintains a strong integration between research and practice, applying its solutions in areas such as finance, healthcare, urban mobility, environment, energy, and information security, always aiming to extract actionable knowledge from large volumes of data.<\/p>\n<p data-start=\"1487\" data-end=\"2078\">DAL\u2019s work is characterized by <strong data-start=\"1518\" data-end=\"1563\">national and international collaborations<\/strong> with research institutions, companies, and government agencies, fostering the transfer of knowledge and technology. Its projects have a direct impact on different sectors, contributing to scientific advances and data-driven decision-making. In addition, the group is dedicated to training highly qualified human resources, involving undergraduate and graduate students in its research, and to disseminating knowledge through publications, open-source software, scientific events, and science outreach activities.<\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ae86b65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ae86b65\" data-element_type=\"section\" data-e-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-d7acd1b\" data-id=\"d7acd1b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-655aebc elementor-widget elementor-widget-heading\" data-id=\"655aebc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Published packages<\/h3>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4ff07f6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ff07f6\" data-element_type=\"section\" data-e-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-830e222\" data-id=\"830e222\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\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-a1ef4e1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a1ef4e1\" data-element_type=\"section\" data-e-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-bfb68c4\" data-id=\"bfb68c4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\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-75c6380 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75c6380\" data-element_type=\"section\" data-e-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-20effa8\" data-id=\"20effa8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-454fb6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"454fb6a\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-dd8bd8a\" data-id=\"dd8bd8a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f437c46 elementor-widget elementor-widget-html\" data-id=\"f437c46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<table border=\"0\">\n<tbody>\n<tr>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/daltoolbox\/index.html\" target=\"new\">daltoolbox<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/daltoolbox\" \/><\/td>\n<\/tr>\n<tr>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/harbinger\/index.html\" target=\"new\">harbinger<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/harbinger\" \/><\/td>\n<\/tr>\n<tr>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/tspredit\/index.html\" target=\"new\">tspredit<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/tspredit\" \/><\/td>\n<\/tr>\n<tr>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/daltoolboxdp\/index.html\" target=\"new\">daltoolboxdp<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/daltoolboxdp\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3af8768\" data-id=\"3af8768\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67a5e19 elementor-widget elementor-widget-html\" data-id=\"67a5e19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<table border=\"0\">\n<tbody>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/heimdall\/index.html\" target=\"new\">heimdall<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/heimdall\" \/><\/td>\n<\/tr>\n<tr>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/gstsm\/index.html\" target=\"new\">gstsm<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/gstsm\" \/><\/td>\n<\/tr>\n<tr>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/STMotif\/index.html\" target=\"new\">STMotif<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/STMotif\" \/><\/td>\n<\/tr>\n<tr>\n<td width=\"80\"><a href=\"https:\/\/cran.r-project.org\/web\/packages\/TSPred\/index.html\" target=\"new\">TSPred<\/a><\/td>\n<td width=\"160\"><img decoding=\"async\" src=\"https:\/\/cranlogs.r-pkg.org\/badges\/TSPred\" \/><\/td>\n<\/tr>\n\n<\/tbody>\n<\/table>\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<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The Data Analytics Lab (DAL) is a research group at CEFET\/RJ, registered with CNPq, dedicated to the development of innovative methods and tools in Data Analysis and Data Mining, with a special emphasis on time series analysis. Its activities range from the investigation of prediction techniques to event detection, including anomalies, change points, concept drifts, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-1743","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/pages\/1743","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/comments?post=1743"}],"version-history":[{"count":8,"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/pages\/1743\/revisions"}],"predecessor-version":[{"id":1806,"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/pages\/1743\/revisions\/1806"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~dal\/wp-json\/wp\/v2\/media?parent=1743"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}