{"id":876,"date":"2020-09-30T14:54:16","date_gmt":"2020-09-30T14:54:16","guid":{"rendered":"https:\/\/ricovictor.com\/?p=876"},"modified":"2026-01-29T22:05:22","modified_gmt":"2026-01-29T22:05:22","slug":"clustering-con-k-means-explicacion-matematica","status":"publish","type":"post","link":"https:\/\/ricovictor.com\/index.php\/2020\/09\/30\/clustering-con-k-means-explicacion-matematica\/","title":{"rendered":"Clustering con K-Means. Explicaci\u00f3n Matem\u00e1tica"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"876\" class=\"elementor elementor-876\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1402a9f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1402a9f9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9638daf\" data-id=\"9638daf\" 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-35f5fdc elementor-widget elementor-widget-text-editor\" data-id=\"35f5fdc\" 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<p>\ud83d\ude0eHoy te hablar\u00e9 acerca de un <strong>algoritmo<\/strong> para segmentar poblaciones llamado <strong>M\u00e9todo de las <a href=\"https:\/\/ricovictor.com\/index.php\/2020\/05\/22\/clustering-metodo-k-means-en-python\/\">K-Medias<\/a> o K-Means<\/strong>, el cu\u00e1l ha sido muy utilizado en diversas \u00e1reas y es parte de los m\u00e9todos <strong>no jer\u00e1rquicos de Clustering.<\/strong><\/p><p>\ud83d\udc68\u200d\ud83d\udcbbPara ello he creado un tutorial en v\u00eddeo donde\u00a0 te explicar\u00e9 los <strong>pasos del algoritmo<\/strong>, las acciones previas a su aplicaci\u00f3n, algunas de las <strong>t\u00e9cnicas<\/strong> que se utilizan para determinar en cuantos <strong>segmentos dividir<\/strong> los datos que queremos analizar.<\/p><p>Tambi\u00e9n te contar\u00e9 tres diferentes maneras que existen para <strong>inicializar el algoritmo<\/strong>, adem\u00e1s de mostrarte con <strong>ejemplos num\u00e9ricos<\/strong> c\u00f3mo influye la inicializaci\u00f3n en los resultados obtenidos.<\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-72967b3f\" data-id=\"72967b3f\" 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-4eaa68d2 elementor-widget elementor-widget-video\" data-id=\"4eaa68d2\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=n98fnSEoRiM&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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-2ce80d4c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2ce80d4c\" 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-754dda2d\" data-id=\"754dda2d\" 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-77850ac4 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"77850ac4\" 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<div class=\"elementor-element elementor-element-29601e0f elementor-widget elementor-widget-text-editor\" data-id=\"29601e0f\" 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<p>Si quieres aprender m\u00e1s acerca de este tipo de t\u00e9cnicas, suscr\u00edbete a mi canal o visita mi p\u00e1gina <strong>rociochavezml.com<\/strong>, en donde estar\u00e9 subiendo videos de Machine Learning, Estad\u00edstica y de Matem\u00e1ticas en general aplicadas a los negocios.<\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-50658b76 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"50658b76\" 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-50 elementor-top-column elementor-element elementor-element-f895e51\" data-id=\"f895e51\" 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-29db2a26 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"29db2a26\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/ricovictor.com\/index.php\/iniciacion-al-arbitraje-estadistico\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Aprende Arbitraje Estad\u00edstico<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-735e890e\" data-id=\"735e890e\" 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-3be79142 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3be79142\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ricovictor.com\/index.php\/multicointegracion\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Curso GRATIS Multicointegraci\u00f3n en FOREX<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\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\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\ud83d\ude0eHoy te hablar\u00e9 acerca de un algoritmo para segmentar poblaciones llamado M\u00e9todo de las K-Medias o K-Means, el cu\u00e1l ha sido muy utilizado en diversas \u00e1reas y es parte de los m\u00e9todos no jer\u00e1rquicos de Clustering. \ud83d\udc68\u200d\ud83d\udcbbPara ello he creado un tutorial en v\u00eddeo donde&nbsp; te explicar\u00e9 los pasos del algoritmo, las acciones previas a &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/ricovictor.com\/index.php\/2020\/09\/30\/clustering-con-k-means-explicacion-matematica\/\"> <span class=\"screen-reader-text\">Clustering con K-Means. Explicaci\u00f3n Matem\u00e1tica<\/span> Leer m\u00e1s &raquo;<\/a><\/p>\n","protected":false},"author":2,"featured_media":882,"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":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Clustering con K-Means. Explicaci\u00f3n Matem\u00e1tica - 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\/09\/30\/clustering-con-k-means-explicacion-matematica\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Clustering con K-Means. Explicaci\u00f3n Matem\u00e1tica - V\u00edctor A. 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Explicaci\u00f3n Matem\u00e1tica - V\u00edctor A. Rico \u2014 Econometr\u00eda y Finanzas Cuantitativas","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ricovictor.com\/index.php\/2020\/09\/30\/clustering-con-k-means-explicacion-matematica\/","og_locale":"es_ES","og_type":"article","og_title":"Clustering con K-Means. Explicaci\u00f3n Matem\u00e1tica - V\u00edctor A. 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