{"id":512,"date":"2020-05-15T11:08:19","date_gmt":"2020-05-15T11:08:19","guid":{"rendered":"https:\/\/ricovictor.com\/?p=512"},"modified":"2020-05-15T16:25:21","modified_gmt":"2020-05-15T16:25:21","slug":"clustering-de-series-temporales-con-acp-en-r","status":"publish","type":"post","link":"https:\/\/ricovictor.com\/index.php\/2020\/05\/15\/clustering-de-series-temporales-con-acp-en-r\/","title":{"rendered":"Clustering de series temporales con ACP en R"},"content":{"rendered":"\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>En este art\u00edculo te mostrar\u00e9 c\u00f3mo podr\u00edas aplicar una t\u00e9cnica llamada <strong>An\u00e1lisis de Componentes Principales <\/strong>(PCA, por sus siglas en ingl\u00e9s), en caso de que quisieras encontrar similitudes entre series de tiempo, es decir, hacer <strong>clustering<\/strong> sobre las mismas. <\/p>\n\n\n\n<p>Ya en un articulo anterior hablamos sobre el <strong>Clustering Jer\u00e1rquico<\/strong>. Si es la primera vez que lo escuchas o no lo recuerdas te dejo el enlace para que puedas revisarlo . Pincha <a href=\"https:\/\/ricovictor.com\/index.php\/2020\/05\/10\/clustering-jerarquico-de-series-temporales-en-r\/\">aqu\u00ed<\/a>  \ud83d\udc48<\/p>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Hay que tener en cuenta que  a diferencia de la t\u00e9cnica que te mostr\u00e9 en el art\u00edculo <strong>\u201cClustering Jer\u00e1rquico de Series Temporales en R\u201d<\/strong> que te indicado anteriormente, en la que utilizamos un algoritmo llamado <strong>\u201cDynamic Time Warping<\/strong>\u201d para detectar series de tiempo similares aunque estas var\u00eden en velocidad, en esta ocasi\u00f3n se encontrar\u00e1n las similitudes mediante la comparaci\u00f3n de las magnitudes de las series punto por punto. <\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\"><strong>GR\u00c1FICOS PCA SOBRE \u00cdNDICES BURS\u00c1TILES 2020<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-gallery 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=\"960\" height=\"720\" src=\"https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Clustering-de-Series-temporales-con-ACP-en-R.jpg\" alt=\"\" data-id=\"519\" data-full-url=\"https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Clustering-de-Series-temporales-con-ACP-en-R.jpg\" data-link=\"https:\/\/ricovictor.com\/?attachment_id=519\" class=\"wp-image-519\" srcset=\"https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Clustering-de-Series-temporales-con-ACP-en-R.jpg 960w, https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Clustering-de-Series-temporales-con-ACP-en-R-300x225.jpg 300w, https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Clustering-de-Series-temporales-con-ACP-en-R-768x576.jpg 768w, https:\/\/ricovictor.com\/wp-content\/uploads\/2020\/05\/Clustering-de-Series-temporales-con-ACP-en-R-285x214.jpg 285w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p>En el siguiente v\u00eddeo llevar\u00e9 a cabo un ejercicio pr\u00e1ctico,donde explico m\u00e1s detalladamente en R studio todo el procedimiento, utilizando de nuevo los valores registrados de 6 <strong>\u00edndices burs\u00e1tiles<\/strong> durante los primeros 4 meses del a\u00f1o en curso, es decir, del 2020.<\/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 aligncenter 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 de series temporales con ACP en R\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/S6OdhadGCpo?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<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Los archivos que voy utilizando los puedes encontrar en: <a rel=\"noreferrer noopener\" href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;v=S6OdhadGCpo&amp;q=https%3A%2F%2Fgithub.com%2Frociochavezmx%2FRocio-Chavez-youtube-Files&amp;redir_token=C-MmbfaWs9tLQJSqHPAJ14QTU8t8MTU4OTYyMzk3NUAxNTg5NTM3NTc1\" target=\"_blank\">https:\/\/github.com\/rociochavezmx\/Roci&#8230;<\/a> <\/p>\n\n\n\n<p>Algunos archivos no los encontrar\u00e1s en el link, ya que se van creando al correr los c\u00f3digos que vienen en los videos y estos se grabar\u00e1n en tu computadora. <\/p>\n\n\n\n<p>Si quieres aprender m\u00e1s acerca de este tipo de t\u00e9cnicas, suscr\u00edbete a mi canal, en donde estar\u00e9 subiendo videos de Machine Learning, Estad\u00edstica y de Matem\u00e1ticas en general aplicadas a los negocios. <\/p>\n\n\n\n<p>\ud83d\udc49  Youtube de Roc\u00edo : <a href=\"https:\/\/www.youtube.com\/user\/rociochavezmx\">https:\/\/www.youtube.com\/user\/rociochavezmx<\/a><\/p>\n\n\n\n<p>Si conoces a alguna persona a la que le pudiera ser de utilidad esta informaci\u00f3n, por favor ay\u00fadame a compartirla. Te lo agradecer\u00e9 much\u00edsimo \ud83d\ude09<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>En este art\u00edculo te mostrar\u00e9 c\u00f3mo podr\u00edas aplicar una t\u00e9cnica llamada An\u00e1lisis de Componentes Principales (PCA, por sus siglas en ingl\u00e9s), en caso de que quisieras encontrar similitudes entre series de tiempo, es decir, hacer clustering sobre las mismas. Ya en un articulo anterior hablamos sobre el Clustering Jer\u00e1rquico. Si es la primera vez que &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/ricovictor.com\/index.php\/2020\/05\/15\/clustering-de-series-temporales-con-acp-en-r\/\"> <span class=\"screen-reader-text\">Clustering de series temporales con ACP en R<\/span> Leer m\u00e1s &raquo;<\/a><\/p>\n","protected":false},"author":2,"featured_media":523,"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":[21,15],"tags":[53,57],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Clustering de series temporales con ACP 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\/15\/clustering-de-series-temporales-con-acp-en-r\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Clustering de series temporales con ACP en R - V\u00edctor A. Rico \u2014 Econometr\u00eda y Finanzas Cuantitativas\" \/>\n<meta property=\"og:description\" content=\"En este art\u00edculo te mostrar\u00e9 c\u00f3mo podr\u00edas aplicar una t\u00e9cnica llamada An\u00e1lisis de Componentes Principales (PCA, por sus siglas en ingl\u00e9s), en caso de que quisieras encontrar similitudes entre series de tiempo, es decir, hacer clustering sobre las mismas. Ya en un articulo anterior hablamos sobre el Clustering Jer\u00e1rquico. 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