{"id":16120,"date":"2022-07-28T06:59:20","date_gmt":"2022-07-28T09:59:20","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/?p=16120"},"modified":"2024-12-05T16:09:24","modified_gmt":"2024-12-05T19:09:24","slug":"post-hoc-analysis","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/cs\/post-hoc-analyza\/","title":{"rendered":"Post Hoc anal\u00fdza: Postup a typy test\u016f"},"content":{"rendered":"<p>Z ka\u017ed\u00e9ho v\u00fdzkumn\u00e9ho projektu poch\u00e1z\u00ed spousta \u00fadaj\u016f, z nich\u017e n\u011bkter\u00e9 jsou cenn\u00e9 a n\u011bkter\u00e9 ne. Zji\u0161t\u011bn\u00ed n\u011b\u010deho nov\u00e9ho, neo\u010dek\u00e1van\u00e9ho nebo matouc\u00edho ve v\u00fdzkumu m\u016f\u017ee rychle zahltit. <\/p>\n\n\n\n<p>Kdy\u017e jste pod tlakem a mus\u00edte dodr\u017eet term\u00edn, m\u016f\u017eete n\u011bkdy sej\u00edt z cesty. Vyhn\u011bte se obav\u00e1m z t\u011bchto ne\u00famysln\u00fdch v\u00fdsledk\u016f po dokon\u010den\u00ed aktu\u00e1ln\u00edho v\u00fdzkumu t\u00edm, \u017ee je vylou\u010d\u00edte z \u00favahy.<\/p>\n\n\n\n<p>P\u0159i post-hoc anal\u00fdze neanalyzujete ka\u017ed\u00fd n\u00e1hodn\u00fd v\u00fdsledek experimentu. Je d\u016fle\u017eit\u00e9 hledat z\u00e1konitosti, kdy\u017e pozorujete n\u011bco, co si zaslou\u017e\u00ed bli\u017e\u0161\u00ed zkoum\u00e1n\u00ed a dal\u0161\u00ed studium, kter\u00e9 v\u00e1m pom\u016f\u017ee l\u00e9pe pochopit dan\u00fd koncept. <\/p>\n\n\n\n<p>Po proveden\u00ed post-hoc anal\u00fdzy lze z\u00edskat dal\u0161\u00ed informace a hloub\u011bji proniknout do va\u0161\u00ed tematick\u00e9 z\u00e1kladny. Pod\u00edvejme se bl\u00ed\u017ee na post hoc anal\u00fdzu.<\/p>\n\n\n\n<h2><strong>Post-hoc anal\u00fdza: co to je?<\/strong><\/h2>\n\n\n\n<p>V latin\u011b znamen\u00e1 post hoc \"po tomto\", tj. analyzovat experiment\u00e1ln\u00ed data dodate\u010dn\u011b. <\/p>\n\n\n\n<p>C\u00edlem post-hoc anal\u00fdzy je naj\u00edt z\u00e1konitosti po dokon\u010den\u00ed studie a zjistit v\u00fdsledky, kter\u00e9 nebyly prim\u00e1rn\u00edm c\u00edlem. Za post-hoc anal\u00fdzy se tedy pova\u017euj\u00ed v\u0161echny anal\u00fdzy proveden\u00e9 po dokon\u010den\u00ed experimentu, kter\u00e9 nebyly p\u0159edem napl\u00e1nov\u00e1ny. <\/p>\n\n\n\n<p>\u00dadaje, kter\u00e9 ji\u017e byly shrom\u00e1\u017ed\u011bny, se pou\u017e\u00edvaj\u00ed v post-hoc studii. V\u00fdzkumn\u00edci tato data analyzuj\u00ed, aby mohli vyvinout nov\u00e9 c\u00edle, kter\u00e9 nebyly v pl\u00e1nu experimentu. Post hoc studie lze tedy prov\u00e1d\u011bt na souhrnn\u00fdch \u00fadaj\u00edch z p\u0159edchoz\u00edch pokus\u016f.&nbsp;<\/p>\n\n\n\n<p>Proces prov\u00e1d\u011bn\u00ed post-hoc anal\u00fdz je \u010dasto \u010dasov\u011b p\u0159et\u00ed\u017een, ale nab\u00edz\u00ed \u0159adu v\u00fdhod. Chcete-li odhalit cenn\u00e9 informace, postupujte s rozumnou m\u00edrou opatrnosti a nep\u0159ece\u0148ujte neo\u010dek\u00e1van\u00e9 v\u00fdsledky. Mohou b\u00fdt zn\u00e1mkou n\u011b\u010deho v\u00fdznamn\u00e9ho, i kdy\u017e se jedn\u00e1 o n\u00e1hodn\u00fd v\u00fdskyt.<\/p>\n\n\n\n<p>Post hoc anal\u00fdzy jsou u\u017eite\u010dn\u00e9 p\u0159i zkoum\u00e1n\u00ed chybovosti, posuzov\u00e1n\u00ed v\u00fdznamnosti hypot\u00e9z nebo ur\u010dov\u00e1n\u00ed jejich statistick\u00e9 v\u00fdznamnosti. <\/p>\n\n\n\n<p>Prov\u00e1d\u011bn\u00ed v\u00edce pokus\u016f nebo odklon od hlavn\u00ed linie v\u00fdzkumu zvy\u0161uje riziko chyb a fale\u0161n\u011b pozitivn\u00edch v\u00fdsledk\u016f. Zde hraje kl\u00ed\u010dovou roli post hoc. Jak p\u0159esn\u011b funguje?&nbsp;<\/p>\n\n\n\n<h2><strong>Post-hoc anal\u00fdza: jak funguje?<\/strong><\/h2>\n\n\n\n<p>I kdy\u017e se nepoda\u0159\u00ed dos\u00e1hnout prim\u00e1rn\u00edho c\u00edle, je mo\u017en\u00e9 z dat z\u00edskat cenn\u00e9 poznatky. P\u0159\u00edpadn\u011b n\u00e1sledn\u00e9 \u00fa\u010dinky l\u00e9ku a \u00fadaje o nich. P\u0159\u00edpadn\u011b dal\u0161\u00ed podobn\u00e9 l\u00e9ky, kter\u00e9 by tak\u00e9 st\u00e1lo za to testovat. <\/p>\n\n\n\n<p>\u00da\u010delem post-hoc anal\u00fdzy je odpov\u011bd\u011bt na ot\u00e1zky po ukon\u010den\u00ed studie, co\u017e je c\u00edl, kter\u00fd nebyl ve studii uveden.<\/p>\n\n\n\n<p>Aby bylo mo\u017en\u00e9 ur\u010dit, odkud rozd\u00edly poch\u00e1zej\u00ed, pou\u017e\u00edv\u00e1 se po zji\u0161t\u011bn\u00ed statisticky v\u00fdznamn\u00e9ho v\u00fdsledku post hoc test. Post hoc testy lze pou\u017e\u00edt k posouzen\u00ed rozd\u00edl\u016f mezi v\u00edce skupinami a z\u00e1rove\u0148 se vyhnout chyb\u00e1m p\u0159i experimentu. Bylo formulov\u00e1no n\u011bkolik post hoc test\u016f a v\u011bt\u0161ina z nich p\u0159in\u00e1\u0161\u00ed podobn\u00e9 v\u00fdsledky.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/researcher.life\/all-access-pricing?utm_source=mtg&amp;utm_campaign=all-access-promotion&amp;utm_medium=blog\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"410\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1024x410.png\" alt=\"\" class=\"wp-image-55426\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1024x410.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-300x120.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-768x307.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1536x615.png 1536w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-2048x820.png 2048w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-18x7.png 18w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-100x40.png 100w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<h2><strong>Existuj\u00ed r\u016fzn\u00e9 typy post hoc test\u016f<\/strong><\/h2>\n\n\n\n<p>\u00dadaje shrom\u00e1\u017ed\u011bn\u00e9 b\u011bhem jak\u00e9hokoli v\u00fdzkumu nebo klinick\u00e9 studie lze analyzovat a zjistit tak z\u00e1konitosti a r\u016fzn\u00e9 faktory. Nejb\u011b\u017en\u011bj\u0161\u00edmi post hoc testy jsou:<\/p>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Bonferroniho postup:<\/strong> Pomoc\u00ed t\u00e9to post hoc korekce v\u00edcen\u00e1sobn\u00e9ho porovn\u00e1n\u00ed je mo\u017en\u00e9 prov\u00e9st v\u00edce statistick\u00fdch test\u016f sou\u010dasn\u011b.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong><strong>Duncan\u016fv nov\u00fd test v\u00edcen\u00e1sobn\u00e9ho rozsahu (MRT):&nbsp; <\/strong><\/strong>Duncan\u016fv test v\u00edcen\u00e1sobn\u00e9ho rozsahu ur\u010d\u00ed dvojice pr\u016fm\u011br\u016f (z nejm\u00e9n\u011b t\u0159\u00ed), kter\u00e9 se li\u0161\u00ed.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunn\u016fv test mnohon\u00e1sobn\u00e9ho porovn\u00e1n\u00ed: <\/strong>Jedn\u00e1 se o post hoc anal\u00fdzu, kter\u00e1 se prov\u00e1d\u00ed po anal\u00fdze ANOVA, neparametrick\u00fd test, kter\u00fd nep\u0159edpokl\u00e1d\u00e1, \u017ee data maj\u00ed ur\u010dit\u00e9 rozd\u011blen\u00ed.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Fisher\u016fv nejmen\u0161\u00ed v\u00fdznamn\u00fd rozd\u00edl (LSD): <\/strong>Ur\u010duje, zda se dva pr\u016fm\u011bry statisticky li\u0161\u00ed.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Holm-Bonferroniho postup: <\/strong>Holm\u016fv sekven\u010dn\u00ed Bonferroniho test umo\u017e\u0148uje m\u00e9n\u011b p\u0159\u00edsn\u00e9 v\u00edcen\u00e1sobn\u00e9 porovn\u00e1v\u00e1n\u00ed.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li>Pomoc\u00ed Newman-Keulse lze identifikovat vzorky, kter\u00e9 se od sebe li\u0161\u00ed pr\u016fm\u011brn\u00fdmi hodnotami. Newman-Keuls porovn\u00e1v\u00e1 dvojice pr\u016fm\u011br\u016f pomoc\u00ed r\u016fzn\u00fdch kritick\u00fdch hodnot. V\u00fdsledkem je v\u011bt\u0161\u00ed pravd\u011bpodobnost nalezen\u00ed v\u00fdznamn\u00fdch rozd\u00edl\u016f.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Rodgerova metoda: <\/strong>Tato statistick\u00e1 metoda se pou\u017e\u00edv\u00e1 k vyhodnocen\u00ed v\u00fdzkumn\u00fdch dat post hoc po \"v\u00edcerozm\u011brn\u00e9\" anal\u00fdze.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Scheff\u00e9ho metoda:<\/strong> U Scheffeho metody se testovac\u00ed statistika upravuje r\u016fzn\u011b v z\u00e1vislosti na po\u010dtu proveden\u00fdch srovn\u00e1n\u00ed.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Tukeyho test: <\/strong>Tukeyho testem zjist\u00edte, zda se v\u00e1\u0161 vzorek skl\u00e1d\u00e1 ze skupin, kter\u00e9 se navz\u00e1jem li\u0161\u00ed. Ka\u017ed\u00fd pr\u016fm\u011br se porovn\u00e1v\u00e1 s pr\u016fm\u011brem v\u0161ech ostatn\u00edch skupin pomoc\u00ed \"\u010destn\u00e9ho v\u00fdznamn\u00e9ho rozd\u00edlu\", kter\u00fd vyjad\u0159uje, jak daleko jsou skupiny od sebe vzd\u00e1leny.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunnettova oprava: <\/strong>Tento post hoc test porovn\u00e1v\u00e1 st\u0159edn\u00ed hodnoty. Na rozd\u00edl od Tukeyho testu porovn\u00e1v\u00e1 ka\u017ed\u00fd pr\u016fm\u011br s kontroln\u00edm pr\u016fm\u011brem.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Benjaminiho-Hochberg\u016fv (BH) postup: <\/strong>V\u00fdznamn\u00fd v\u00fdsledek se objev\u00ed pouze n\u00e1hodou, pokud provedete mnoho test\u016f. M\u00edra fale\u0161n\u00e9ho objevu je zohledn\u011bna t\u00edmto post hoc testem.<\/li>\n<\/ul>\n\n\n\n<h2><strong>Nic nep\u0159ekon\u00e1 bezchybn\u00fd vizu\u00e1l, kter\u00fd p\u0159in\u00e1\u0161\u00ed komplexn\u00ed sd\u011blen\u00ed.<\/strong><\/h2>\n\n\n\n<p>Ano, je to tak, s pomoc\u00ed vizualizace je mnohem snaz\u0161\u00ed si p\u0159edstavit i ty nejslo\u017eit\u011bj\u0161\u00ed pojmy. V dob\u011b vizualizac\u00ed nen\u00ed divu, \u017ee kvantovou fyziku pravd\u011bpodobn\u011b pochop\u00edte d\u00edky \u00fa\u010dinnosti grafiky mnohem jednodu\u0161eji.<\/p>\n\n\n\n<p>Zaj\u00edm\u00e1 v\u00e1s, jak za\u010d\u00edt? Pro\u010d si d\u011blat starosti, kdy\u017e m\u00e1te graf na dosah ruky! S n\u00e1mi si m\u016f\u017eete vybrat z v\u00edce ne\u017e tis\u00edce ilustrac\u00ed v na\u0161\u00ed galerii a vytvo\u0159it plak\u00e1ty pomoc\u00ed chytr\u00e9ho programu na tvorbu plak\u00e1t\u016f, kter\u00fd jsme pro v\u00e1s vyvinuli. Vyu\u017eijte co nejv\u00edce zku\u0161enost\u00ed na\u0161eho talentovan\u00e9ho t\u00fdmu a nechte si je p\u0159izp\u016fsobit sv\u00fdm pot\u0159eb\u00e1m. Pro v\u00edce informac\u00ed nav\u0161tivte na\u0161i <a href=\"https:\/\/mindthegraph.com\/\">webov\u00e9 str\u00e1nky<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Tutori\u00e1l | Vytvo\u0159en\u00ed grafick\u00e9ho abstraktu na Mind the Graph\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/r_aczJuec7Y?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Pochopte, co je to post-hoc anal\u00fdza a jak naj\u00edt cenn\u00e9 \u00fadaje a vzorce po dokon\u010den\u00ed studie.<\/p>","protected":false},"author":4,"featured_media":16133,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[38],"tags":[872,873,554,962],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Post Hoc Analysis: Process and types of tests<\/title>\n<meta name=\"description\" content=\"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/cs\/post-hoc-analyza\/\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Post Hoc Analysis: Process and types of tests\" \/>\n<meta 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He has a Ph.D. and solid scientific background in Psychopharmacology and experience as a Guest Researcher at the Max Planck Institute of Psychiatry (Germany) and Researcher in D'Or Institute for Research and Education (IDOR, Brazil). Fabricio holds over 2500 citations in Google Scholar. He has 10 years of experience in small innovative businesses, with relevant experience in product design and innovation management. Connect with him on LinkedIn - Fabricio Pamplona.","sameAs":["http:\/\/mindthegraph.com","https:\/\/www.linkedin.com\/in\/fabriciopamplona"],"url":"https:\/\/mindthegraph.com\/blog\/cs\/author\/fabricio\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/16120"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/comments?post=16120"}],"version-history":[{"count":7,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/16120\/revisions"}],"predecessor-version":[{"id":55781,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/16120\/revisions\/55781"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/media\/16133"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/media?parent=16120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/categories?post=16120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/tags?post=16120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}