{"id":4694,"date":"2026-08-13T14:50:43","date_gmt":"2026-08-13T12:50:43","guid":{"rendered":"https:\/\/ellistat.com\/?post_type=guide-dutilisateur&#038;p=4694"},"modified":"2026-08-13T14:50:43","modified_gmt":"2026-08-13T12:50:43","slug":"optimizacion","status":"publish","type":"guide-dutilisateur","link":"https:\/\/ellistat.com\/es\/guide-dutilisateur\/optimisation\/","title":{"rendered":"Optimizaci\u00f3n"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Un modelo predice\u00a0<strong>UNA<\/strong>\u00a0respuesta. La realidad industrial exige varias a la vez: maximizar la resistencia\u00a0<strong>y<\/strong>reducir al m\u00ednimo el tiempo de ciclo\u00a0<strong>y<\/strong>\u00a0mantener una cuota como objetivo. Ese es el objetivo de esta p\u00e1gina.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"644\" height=\"370\" src=\"https:\/\/ellistat.com\/wp-content\/uploads\/optimisation.png\" alt=\"\" class=\"wp-image-4695\" srcset=\"https:\/\/ellistat.com\/wp-content\/uploads\/optimisation.png 644w, https:\/\/ellistat.com\/wp-content\/uploads\/optimisation-300x172.png 300w, https:\/\/ellistat.com\/wp-content\/uploads\/optimisation-18x10.png 18w\" sizes=\"auto, (max-width: 644px) 100vw, 644px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">A la izquierda, la lista de plantillas del proyecto: se&nbsp;<strong>marca los que hay que optimizar juntos<\/strong>. A la derecha, para cada uno:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>su\u00a0<strong>tipo de optimizaci\u00f3n<\/strong>\u00a0:\u00a0<strong>Maximizar<\/strong>,\u00a0<strong>minimizar<\/strong>\u00a0o\u00a0<strong>objetivo<\/strong>, con su\u00a0<strong>valor objetivo<\/strong>\u00a0en este \u00faltimo caso; ; <\/li>\n\n\n\n<li>sus\u00a0<strong>par\u00e1metros de deseabilidad<\/strong>\u00a0: los valores que expresan la respuesta en t\u00e9rminos de satisfacci\u00f3n, de 0 a 1:\u00a0<strong>Peor<\/strong>\u00a0y\u00a0<strong>Objetivo<\/strong>\u00a0con un objetivo sencillo,\u00a0<strong>M\u00ednimo peor \/ M\u00ednimo objetivo \/ M\u00e1ximo objetivo \/ M\u00e1ximo peor<\/strong>\u00a0para un objetivo delimitado; ; <\/li>\n\n\n\n<li>su\u00a0<strong>Peso<\/strong>, lo que pone de manifiesto su importancia relativa; ; <\/li>\n\n\n\n<li>y la lectura del punto actual:\u00a0<strong>Predicci\u00f3n<\/strong>,\u00a0<strong>Medido<\/strong>,\u00a0<strong>Error %<\/strong>,\u00a0<strong>Atractivo<\/strong>.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Los controles deslizantes de los factores desplazan el punto de trabajo y se vuelven a calcular todas las respuestas. El bot\u00f3n de c\u00e1lculo busca el\u2019<strong>\u00f3ptimo global<\/strong>&nbsp;: el punto que maximiza la deseabilidad global.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tres gr\u00e1ficos, a elegir:\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>todos los modelos<\/strong>, <\/li>\n\n\n\n<li>la\u00a0<strong>atractivo<\/strong>, <\/li>\n\n\n\n<li>o un modelo concreto.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udca1 La\u00a0<strong>atractivo<\/strong>\u00a0es el producto de las preferencias individuales. Esta forma multiplicativa no es un mero detalle de c\u00e1lculo: significa que\u2026\u2019<strong>una respuesta a \u00ab0\u00bb lo anula todo<\/strong>. Una configuraci\u00f3n excelente en cuatro criterios e inaceptable en el quinto se rechaza, lo cual es exactamente el comportamiento deseado, y algo que una media ponderada no hace.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f El \u00f3ptimo encontrado no es\u00a0<strong>v\u00e1lido \u00fanicamente en el \u00e1mbito de los datos<\/strong>. El modelo tiende a extender sus predicciones m\u00e1s all\u00e1, sin indicarlo. Un \u00f3ptimo que se sit\u00faa en un extremo del intervalo es una se\u00f1al: es probable que el verdadero \u00f3ptimo se encuentre fuera de \u00e9l, y para alcanzarlo se necesitan nuevas pruebas, no una extrapolaci\u00f3n.<\/p>","protected":false},"featured_media":0,"menu_order":30,"template":"","meta":{"_acf_changed":true},"menu-guide-dutilisateur":[32],"class_list":["post-4694","guide-dutilisateur","type-guide-dutilisateur","status-publish","hentry","menu-guide-dutilisateur-8-ml-machine-learning"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Optimisation - Ellistat<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez comment exploiter plusieurs mod\u00e8les de Machine Learning gr\u00e2ce au menu Optimisation dans Data Analysis d&#039;Ellistat.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ellistat.com\/es\/guia-del-usuario\/optimizacion\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Optimisation - 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