{"id":4701,"date":"2026-08-13T14:51:19","date_gmt":"2026-08-13T12:51:19","guid":{"rendered":"https:\/\/ellistat.com\/?post_type=guide-dutilisateur&#038;p=4701"},"modified":"2026-08-13T14:51:19","modified_gmt":"2026-08-13T12:51:19","slug":"keverekoptimalizalas","status":"publish","type":"guide-dutilisateur","link":"https:\/\/ellistat.com\/hu\/guide-dutilisateur\/optimisation-de-melange\/","title":{"rendered":"Kever\u00e9soptimaliz\u00e1l\u00e1s"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Egy k\u00e9sz\u00edtm\u00e9ny optimaliz\u00e1l\u00e1sa nem azonos a folyamat optimaliz\u00e1l\u00e1s\u00e1val, \u00e9s ennek geometriai oka van: az \u00f6sszetev\u0151k ar\u00e1nyai\u00a0<strong>\u00f6sszesen 100 %<\/strong>. A gyanta mennyis\u00e9g\u00e9t nem lehet n\u00f6velni an\u00e9lk\u00fcl, hogy valami m\u00e1st cs\u00f6kkenten\u00e9nk, \u00e9s a f\u00fcggetlen t\u00e9nyez\u0151ket felt\u00e9telez\u0151 klasszikus k\u00eds\u00e9rleti terv nem alkalmazhat\u00f3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ez a modul a bayesi optimaliz\u00e1l\u00e1s teljes mechanizmus\u00e1t \u2013 a gauss-folyamatot, a magyar\u00e1zott javaslatokat, a konvergenci\u00e1t, a \u201eleave-one-out\u201d diagnosztik\u00e1t, a strat\u00e9gi\u00e1kat, a zajt, a keres\u00e9s min\u0151s\u00e9g\u00e9t \u00e9s a bemutat\u00f3 m\u00f3dot \u2013 \u00e1tveszi, \u00e9s azt a\u00a0<strong>egyszer\u0171<\/strong>, az \u00e9rv\u00e9nyes kever\u00e9kek tartom\u00e1nya.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Az \u00f6sszetev\u0151k<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Minden alkatr\u00e9sznek van neve, egy\u00a0<strong>minimum<\/strong>\u00a0\u00e9s egy\u00a0<strong>maximum<\/strong>\u00a0t\u00f6rt form\u00e1ban, \u00e9s esetleg\u00a0<strong>z\u00e1rva<\/strong>\u00a0egy r\u00f6gz\u00edtett \u00e9rt\u00e9kre. A modul folyamatosan ellen\u0151rzi a\u00a0<strong>megval\u00f3s\u00edthat\u00f3s\u00e1g<\/strong>\u00a0az eg\u00e9szre n\u00e9zve: azok a hat\u00e1r\u00e9rt\u00e9kek, amelyek minim\u00e1lis \u00e9rt\u00e9keinek \u00f6sszege meghaladja az 1-et, vagy amelyek maxim\u00e1lis \u00e9rt\u00e9keinek \u00f6sszege kevesebb, mint 1, nem hat\u00e1roznak meg megval\u00f3s\u00edthat\u00f3 kever\u00e9ket, \u00e9s ezt a program minden sz\u00e1m\u00edt\u00e1s el\u0151tt jelzi.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"164\" height=\"242\" src=\"https:\/\/ellistat.com\/wp-content\/uploads\/composantes.png\" alt=\"\" class=\"wp-image-4702\" srcset=\"https:\/\/ellistat.com\/wp-content\/uploads\/composantes.png 164w, https:\/\/ellistat.com\/wp-content\/uploads\/composantes-8x12.png 8w\" sizes=\"auto, (max-width: 164px) 100vw, 164px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Le\u00a0<strong>eredeti terv<\/strong>\u00a0nem egy Audze-Eglais, hanem egy terv\u00a0<strong>maximin a simplexen<\/strong>\u00a0: a megengedett tartom\u00e1nyon bel\u00fcl egym\u00e1st\u00f3l a lehet\u0151 legt\u00e1volabb es\u0151 kever\u00e9kek. A modul az \u00f6sszetev\u0151k sz\u00e1m\u00e1t\u00f3l f\u00fcgg\u0151en javasolja a vizsg\u00e1latok sz\u00e1m\u00e1t: legal\u00e1bb h\u00e9t, h\u00e1rom \u00f6sszetev\u0151 eset\u00e9n t\u00edz, a fels\u0151 hat\u00e1r pedig sz\u00e1z.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"644\" height=\"264\" src=\"https:\/\/ellistat.com\/wp-content\/uploads\/plan-initial.png\" alt=\"\" class=\"wp-image-4703\" srcset=\"https:\/\/ellistat.com\/wp-content\/uploads\/plan-initial.png 644w, https:\/\/ellistat.com\/wp-content\/uploads\/plan-initial-300x123.png 300w, https:\/\/ellistat.com\/wp-content\/uploads\/plan-initial-18x7.png 18w\" sizes=\"auto, (max-width: 644px) 100vw, 644px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">A bevitel sor\u00e1n minden k\u00eds\u00e9rletet ellen\u0151riznek: hi\u00e1nyz\u00f3, nem numerikus vagy a hat\u00e1ron k\u00edv\u00fcli \u00e9rt\u00e9kek, illetve\u00a0<strong>1-t\u0151l elt\u00e9r\u0151 \u00f6sszeg<\/strong>. Egy parancs kijav\u00edtja az \u00e9rv\u00e9nytelen pr\u00f3b\u00e1kat \u00fagy, hogy azok ar\u00e1nyait a ter\u00fcleten bel\u00fcl \u00fajratervezi.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. A h\u00e1romkomponens\u0171 diagram<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A  c\u00edmen\u00a0<strong>h\u00e1rom vagy t\u00f6bb \u00f6sszetev\u0151<\/strong>, a vonatkoz\u00f3 lapon megjelenik egy\u00a0<strong>h\u00e1romkomponens\u0171 diagram<\/strong>\u00a0: a simplex h\u00e1romsz\u00f6g, a sz\u00ednes h\u00e1tt\u00e9rben felt\u00fcntetett el\u0151rejelzett v\u00e1lasz, az elv\u00e9gzett k\u00eds\u00e9rletek, a javaslatok \u00e9s a ter\u00fcletek\u00a0<strong>megval\u00f3s\u00edthatatlan<\/strong>\u00a0amelyeket a hat\u00e1rok kiz\u00e1rnak. Egy jel\u00f6l\u0151n\u00e9gyzet \u00e1tv\u00e1ltja a kijelz\u00e9st a bizonytalans\u00e1gra. H\u00e1rom komponens felett a t\u00f6bbi \u00e9rt\u00e9k r\u00f6gz\u00edtett marad, ak\u00e1rcsak a bayesi optimaliz\u00e1ci\u00f3s \u00e1br\u00e1n.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"490\" height=\"368\" src=\"https:\/\/ellistat.com\/wp-content\/uploads\/diagramme-ternaire.png\" alt=\"\" class=\"wp-image-4704\" srcset=\"https:\/\/ellistat.com\/wp-content\/uploads\/diagramme-ternaire.png 490w, https:\/\/ellistat.com\/wp-content\/uploads\/diagramme-ternaire-300x225.png 300w, https:\/\/ellistat.com\/wp-content\/uploads\/diagramme-ternaire-16x12.png 16w\" sizes=\"auto, (max-width: 490px) 100vw, 490px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udca1 A tern\u00e1ris diagram az\u00a0<em>a<\/em>\u00a0egy kever\u00e9k \u00e1br\u00e1zol\u00e1sa, \u00e9s \u00e9rdemes megtanulni, hogyan kell \u00e9rtelmezni: minden cs\u00facs a tiszta komponens, minden \u00e9l egy k\u00e9tkomponens\u0171 kever\u00e9k, a k\u00f6z\u00e9ppont pedig az egyenl\u0151 ar\u00e1ny\u00fa kever\u00e9k. A hat\u00e1rok \u00e1ltal \u00e1rny\u00e9kolt ter\u00fcletek azonnal l\u00e1that\u00f3v\u00e1 teszik, hogy a k\u00e9sz\u00edt\u00e9si korl\u00e1tok miatt val\u00f3j\u00e1ban mennyi mozg\u00e1ster\u00fcnk marad \u2013 ami gyakran kevesebb, mint gondoln\u00e1nk.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A t\u00f6bbi f\u00fcl \u2013 k\u00eds\u00e9rleti terv, konvergencia, diagnosztika, t\u00e9nyez\u0151k \u00e9s modell, el\u0151rejelz\u00e9s \u2013 pontosan \u00fagy \u00e9rtelmezend\u0151, mint a 4. \u00a7-ban, bele\u00e9rtve a v\u00e1laszokat \u00e9s javaslatokat is.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A t\u00f6bbi f\u00fcl megegyezik a bayesi optimaliz\u00e1l\u00e1sn\u00e1l haszn\u00e1ltakkal.<\/p>","protected":false},"featured_media":0,"menu_order":50,"template":"","meta":{"_acf_changed":true},"menu-guide-dutilisateur":[32],"class_list":["post-4701","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 - 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