{"id":479,"date":"2020-05-10T08:54:25","date_gmt":"2020-05-10T08:54:25","guid":{"rendered":"https:\/\/ricovictor.com\/?p=479"},"modified":"2026-01-29T22:19:20","modified_gmt":"2026-01-29T22:19:20","slug":"clustering-jerarquico-de-series-temporales-en-r","status":"publish","type":"post","link":"https:\/\/ricovictor.com\/index.php\/2020\/05\/10\/clustering-jerarquico-de-series-temporales-en-r\/","title":{"rendered":"Clustering Jer\u00e1rquico de Series Temporales en R"},"content":{"rendered":"\n<p>\ud83d\udc4c El<a href=\"https:\/\/www.youtube.com\/watch?v=p_Y58mvULAY\"> <strong>Clustering<\/strong><\/a><strong> Jer\u00e1rquico<\/strong>, es una t\u00e9cnica muy \u00fatil cuando se desea descubrir similitudes entre individuos en base a sus caracter\u00edsticas. <\/p>\n\n\n\n<p>Como medida de similitud entre las series de tiempo, utilizo un algoritmo llamado <strong>\u201c\u201cDynamic Time Warping\u201d<\/strong> o <strong>DTW<\/strong> por sus siglas en ingl\u00e9s. Este algoritmo ha sido utilizado en diferentes \u00e1reas, entre otras, en la <strong>bioinform\u00e1tica<\/strong>, en el an\u00e1lisis de secuencias de v\u00eddeo, y en el reconocimiento autom\u00e1tico de voz, \u00a0en donde\u00a0 el sistema puede reconocer una misma palabra a\u00fan cuando se pronuncie utilizando diferentes velocidades.<\/p>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-gallery aligncenter columns-1 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"850\" height=\"340\" src=\"https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Euclidean-Distance-and-Dynamic-Time-Warping-Distance-The-latter-applies-an-elastic.png\" alt=\"\" data-id=\"483\" data-full-url=\"https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Euclidean-Distance-and-Dynamic-Time-Warping-Distance-The-latter-applies-an-elastic.png\" data-link=\"https:\/\/ricovictor.com\/?attachment_id=483\" class=\"wp-image-483\" srcset=\"https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Euclidean-Distance-and-Dynamic-Time-Warping-Distance-The-latter-applies-an-elastic.png 850w, https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Euclidean-Distance-and-Dynamic-Time-Warping-Distance-The-latter-applies-an-elastic-300x120.png 300w, https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Euclidean-Distance-and-Dynamic-Time-Warping-Distance-The-latter-applies-an-elastic-768x307.png 768w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><\/figure><\/li><\/ul><figcaption class=\"blocks-gallery-caption\"><a href=\"https:\/\/www.researchgate.net\/figure\/Euclidean-Distance-and-Dynamic-Time-Warping-Distance-The-latter-applies-an-elastic_fig5_283458699\">https:\/\/www.researchgate.net\/figure\/Euclidean-Distance-and-Dynamic-Time-Warping-Distance-The-latter-applies-an-elastic_fig5_283458699<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:28px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\ud83d\udc69\ud83c\udffc\u200d\ud83d\udcbb Para mostrarte como puedes detectar series de tiempo que tienen patrones similares, utilic\u00e9 los retornos logar\u00edtmicos de los valores registrados de 6 <strong>\u00edndices burs\u00e1tiles<\/strong> durante los primeros 4 meses de este a\u00f1o, ya que me pareci\u00f3 interesante analizar c\u00f3mo se han comportado estas bolsas durante la pandemia por la que desafortunadamente estamos atravesando.<\/p>\n\n\n\n<p>En este tutorial puedes ver el an\u00e1lisis en R que he desarrollado. Abajo dejar\u00e9 tambi\u00e9n el enlace de los archivos utilizados en el v\u00eddeo \ud83d\udc47\ud83d\udc47<\/p>\n\n\n\n<div style=\"height:29px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"ast-oembed-container \" style=\"height: 100%;\"><iframe loading=\"lazy\" title=\"Clustering Jerarquico de Series Temporales en R\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/anwwIPX892o?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>ARCHIVOS UTILIZADOS EN EL VIDEO Y CANAL DE YOUTUBE<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/rociochavezmx\/Rocio-Chavez-youtube-Files\">https:\/\/github.com\/rociochavezmx\/Rocio-Chavez-youtube-Files<\/a><\/p>\n\n\n\n<p>En el canal podr\u00e1s encontrar videos de <strong>Machine Learning, Estad\u00edstica y de Matem\u00e1ticas <\/strong>en general aplicadas a los negocios.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/user\/rociochavezmx\">https:\/\/www.youtube.com\/user\/rociochavezmx<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udc4c El Clustering Jer\u00e1rquico, es una t\u00e9cnica muy \u00fatil cuando se desea descubrir similitudes entre individuos en base a sus caracter\u00edsticas. Como medida de similitud entre las series de tiempo, utilizo un algoritmo llamado \u201c\u201cDynamic Time Warping\u201d o DTW por sus siglas en ingl\u00e9s. Este algoritmo ha sido utilizado en diferentes \u00e1reas, entre otras, en &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/ricovictor.com\/index.php\/2020\/05\/10\/clustering-jerarquico-de-series-temporales-en-r\/\"> <span class=\"screen-reader-text\">Clustering Jer\u00e1rquico de Series Temporales en R<\/span> Leer m\u00e1s &raquo;<\/a><\/p>\n","protected":false},"author":2,"featured_media":490,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[15],"tags":[51,58],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Clustering Jer\u00e1rquico de Series Temporales en R - V\u00edctor A. Rico \u2014 Econometr\u00eda y Finanzas Cuantitativas<\/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:\/\/ricovictor.com\/index.php\/2020\/05\/10\/clustering-jerarquico-de-series-temporales-en-r\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Clustering Jer\u00e1rquico de Series Temporales en R - V\u00edctor A. Rico \u2014 Econometr\u00eda y Finanzas Cuantitativas\" \/>\n<meta property=\"og:description\" content=\"\ud83d\udc4c El Clustering Jer\u00e1rquico, es una t\u00e9cnica muy \u00fatil cuando se desea descubrir similitudes entre individuos en base a sus caracter\u00edsticas. Como medida de similitud entre las series de tiempo, utilizo un algoritmo llamado \u201c\u201cDynamic Time Warping\u201d o DTW por sus siglas en ingl\u00e9s. Este algoritmo ha sido utilizado en diferentes \u00e1reas, entre otras, en &hellip; Clustering Jer\u00e1rquico de Series Temporales en R Leer m\u00e1s &raquo;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ricovictor.com\/index.php\/2020\/05\/10\/clustering-jerarquico-de-series-temporales-en-r\/\" \/>\n<meta property=\"og:site_name\" content=\"V\u00edctor A. 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