{"id":9716,"date":"2025-04-21T19:06:07","date_gmt":"2025-04-22T00:06:07","guid":{"rendered":"https:\/\/sitios.udla.edu.ec\/econometria\/?p=9716"},"modified":"2025-04-21T19:06:08","modified_gmt":"2025-04-22T00:06:08","slug":"clusevol-an-r-package-for-cluster-evolution-analytics","status":"publish","type":"post","link":"https:\/\/sitios.udla.edu.ec\/econometria\/clusevol-an-r-package-for-cluster-evolution-analytics\/","title":{"rendered":"clusEvol: An R package for Cluster Evolution Analytics"},"content":{"rendered":"\n

The paper proposes a new R package, named clusEvol, that introduces Cluster Evolution Analytics (CEA), a framework for advanced Exploratory Data Analysis and Unsupervised Learning. CEA studies the evolution of an object and its neighbors, identified via clustering algorithms, over time. It combines leave-one-out and plug-in principles, enabling \u201cwhat if\u201d scenarios by integrating current data into past datasets to explore temporal changes. The framework is demonstrated with a real dataset employing various clustering algorithms.\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"The paper proposes a new R package, named clusEvol, that introduces Cluster Evolution Analytics (CEA), a framework for advanced Exploratory…","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[85],"tags":[],"class_list":["post-9716","post","type-post","status-publish","format-standard","hentry","category-articulo"],"acf":[],"yoast_head":"\nclusEvol: An R package for Cluster Evolution Analytics - Econometr\u00eda<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sitios.udla.edu.ec\/econometria\/clusevol-an-r-package-for-cluster-evolution-analytics\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"clusEvol: An R package for Cluster Evolution Analytics - Econometr\u00eda\" \/>\n<meta property=\"og:description\" content=\"The paper proposes a new R package, named clusEvol, that introduces Cluster Evolution Analytics (CEA), a framework for advanced Exploratory...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sitios.udla.edu.ec\/econometria\/clusevol-an-r-package-for-cluster-evolution-analytics\/\" \/>\n<meta property=\"og:site_name\" content=\"Econometr\u00eda\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-22T00:06:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-22T00:06:08+00:00\" \/>\n<meta name=\"author\" content=\"Esau Boada\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Esau Boada\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/sitios.udla.edu.ec\/econometria\/clusevol-an-r-package-for-cluster-evolution-analytics\/\",\"url\":\"https:\/\/sitios.udla.edu.ec\/econometria\/clusevol-an-r-package-for-cluster-evolution-analytics\/\",\"name\":\"clusEvol: An R package for Cluster Evolution Analytics - 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