{"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\/sk\/post-hoc-analyza\/","title":{"rendered":"Post Hoc anal\u00fdza: Proces a typy testov"},"content":{"rendered":"<p>Z ka\u017ed\u00e9ho v\u00fdskumn\u00e9ho projektu poch\u00e1dza mno\u017estvo \u00fadajov, z ktor\u00fdch niektor\u00e9 s\u00fa cenn\u00e9 a niektor\u00e9 nie. Zistenie nie\u010doho nov\u00e9ho, neo\u010dak\u00e1van\u00e9ho alebo m\u00e4t\u00faceho vo v\u00fdskume m\u00f4\u017ee r\u00fdchlo ohromi\u0165. <\/p>\n\n\n\n<p>Ke\u010f ste pod tlakom, aby ste stihli term\u00edn, m\u00f4\u017eete niekedy vybo\u010di\u0165 z cesty. Vyhnite sa obav\u00e1m z t\u00fdchto ne\u00famyseln\u00fdch v\u00fdsledkov po dokon\u010den\u00ed aktu\u00e1lneho v\u00fdskumu t\u00fdm, \u017ee ich vyl\u00fa\u010dite z \u00favahy.<\/p>\n\n\n\n<p>Pri post-hoc anal\u00fdze neanalyzujete ka\u017ed\u00fd n\u00e1hodn\u00fd v\u00fdsledok experimentu. D\u00f4le\u017eit\u00e9 je h\u013eada\u0165 z\u00e1konitosti, ke\u010f pozorujete nie\u010do, \u010do si vy\u017eaduje bli\u017e\u0161ie presk\u00famanie a \u010fal\u0161ie \u0161t\u00fadium, ktor\u00e9 v\u00e1m pom\u00f4\u017ee lep\u0161ie pochopi\u0165 dan\u00fd koncept. <\/p>\n\n\n\n<p>Po post-hoc anal\u00fdze je mo\u017en\u00e9 z\u00edska\u0165 \u010fal\u0161ie inform\u00e1cie a prenikn\u00fa\u0165 hlb\u0161ie do va\u0161ej tematickej z\u00e1kladne. Pozrime sa bli\u017e\u0161ie na anal\u00fdzu post hoc.<\/p>\n\n\n\n<h2><strong>Post-hoc anal\u00fdza: \u010do to je?<\/strong><\/h2>\n\n\n\n<p>V latin\u010dine post hoc znamen\u00e1 \"po tomto\", t. j. analyzova\u0165 experiment\u00e1lne \u00fadaje dodato\u010dne. <\/p>\n\n\n\n<p>Cie\u013eom post-hoc anal\u00fdzy je n\u00e1js\u0165 z\u00e1konitosti po ukon\u010den\u00ed \u0161t\u00fadie a zisti\u0165 v\u00fdsledky, ktor\u00e9 neboli prim\u00e1rnym cie\u013eom. Preto sa v\u0161etky anal\u00fdzy vykonan\u00e9 po ukon\u010den\u00ed experimentu, ktor\u00e9 neboli vopred pl\u00e1novan\u00e9, pova\u017euj\u00fa za post-hoc anal\u00fdzy. <\/p>\n\n\n\n<p>\u00dadaje, ktor\u00e9 u\u017e boli zozbieran\u00e9, sa pou\u017e\u00edvaj\u00fa v post-hoc \u0161t\u00fadii. V\u00fdskumn\u00edci analyzuj\u00fa tieto \u00fadaje na vytvorenie nov\u00fdch cie\u013eov, ktor\u00e9 neboli v pl\u00e1ne experimentu. Post hoc \u0161t\u00fadie sa preto m\u00f4\u017eu vykon\u00e1va\u0165 na s\u00fahrnn\u00fdch \u00fadajoch z predch\u00e1dzaj\u00facich pokusov.&nbsp;<\/p>\n\n\n\n<p>Proces vykon\u00e1vania post-hoc anal\u00fdz je \u010dasto \u010dasovo pr\u00edli\u0161 n\u00e1ro\u010dn\u00fd, ale pon\u00faka mno\u017estvo v\u00fdhod. Ak chcete odhali\u0165 cenn\u00e9 inform\u00e1cie, pou\u017eite primeran\u00fa mieru obozretnosti a neprece\u0148ujte neo\u010dak\u00e1van\u00e9 v\u00fdsledky. M\u00f4\u017ee to by\u0165 znakom nie\u010doho v\u00fdznamn\u00e9ho, aj ke\u010f ide o n\u00e1hodn\u00fd v\u00fdskyt.<\/p>\n\n\n\n<p>Post hoc anal\u00fdzy s\u00fa u\u017eito\u010dn\u00e9 pri sk\u00faman\u00ed chybovosti, posudzovan\u00ed v\u00fdznamnosti hypot\u00e9z alebo pri ur\u010dovan\u00ed ich \u0161tatistickej v\u00fdznamnosti. <\/p>\n\n\n\n<p>Vykon\u00e1vanie viacer\u00fdch pokusov alebo odklon od hlavnej l\u00ednie v\u00fdskumu zvy\u0161uje riziko ch\u00fdb a falo\u0161ne pozit\u00edvnych v\u00fdsledkov. Tu zohr\u00e1va k\u013e\u00fa\u010dov\u00fa \u00falohu post hoc. Ako presne funguje?&nbsp;<\/p>\n\n\n\n<h2><strong>Post-hoc anal\u00fdza: ako funguje?<\/strong><\/h2>\n\n\n\n<p>Z \u00fadajov je mo\u017en\u00e9 z\u00edska\u0165 cenn\u00e9 poznatky aj v pr\u00edpade, \u017ee sa nedosiahne prim\u00e1rny cie\u013e. Pr\u00edpadne n\u00e1sledn\u00e9 \u00fa\u010dinky lieku a \u00fadaje o nich. Alebo ak\u00e9ko\u013evek in\u00e9 podobn\u00e9 lieky m\u00f4\u017eu tie\u017e st\u00e1\u0165 za testovanie. <\/p>\n\n\n\n<p>\u00da\u010delom post-hoc anal\u00fdzy je odpoveda\u0165 na ot\u00e1zky po ukon\u010den\u00ed \u0161t\u00fadie, \u010do je cie\u013e, ktor\u00fd nebol v \u0161t\u00fadii uveden\u00fd.<\/p>\n\n\n\n<p>Aby sa zistilo, odkia\u013e rozdiely poch\u00e1dzaj\u00fa, po zisten\u00ed \u0161tatisticky v\u00fdznamn\u00e9ho v\u00fdsledku sa pou\u017eije post hoc test. Post-hoc testy sa m\u00f4\u017eu pou\u017ei\u0165 na pos\u00fadenie rozdielov medzi viacer\u00fdmi skupinami, pri\u010dom sa zabr\u00e1ni chyb\u00e1m pri experimente. Bolo formulovan\u00fdch nieko\u013eko post hoc testov a v\u00e4\u010d\u0161ina z nich prin\u00e1\u0161a 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\u00fa r\u00f4zne typy post hoc testov<\/strong><\/h2>\n\n\n\n<p>\u00dadaje zozbieran\u00e9 po\u010das ak\u00e9hoko\u013evek v\u00fdskumu alebo klinick\u00e9ho sk\u00fa\u0161ania mo\u017eno analyzova\u0165 s cie\u013eom odhali\u0165 vzory a r\u00f4zne faktory. Najbe\u017enej\u0161ie post hoc testy s\u00fa:<\/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> Pomocou tejto post hoc korekcie viacn\u00e1sobn\u00e9ho porovnania je mo\u017en\u00e9 vykona\u0165 viacero \u0161tatistick\u00fdch testov s\u00fa\u010dasne.<\/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>Duncanova nov\u00e1 sk\u00fa\u0161ka viacn\u00e1sobn\u00e9ho rozsahu (MRT):&nbsp; <\/strong><\/strong>Duncanov test viacn\u00e1sobn\u00e9ho rozsahu ur\u010d\u00ed dvojice stredn\u00fdch hodn\u00f4t (z najmenej troch), ktor\u00e9 sa l\u00ed\u0161ia.&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>Dunnov test viacn\u00e1sobn\u00e9ho porovn\u00e1vania: <\/strong>Ide o post hoc anal\u00fdzu, ktor\u00e1 sa vykon\u00e1va po ANOVA, neparametrickom teste, ktor\u00fd nepredpoklad\u00e1, \u017ee va\u0161e \u00fadaje maj\u00fa ur\u010dit\u00e9 rozdelenie.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Fisherov najmen\u0161\u00ed signifikantn\u00fd rozdiel (LSD): <\/strong>Ur\u010duje, \u010di s\u00fa dve stredn\u00e9 hodnoty \u0161tatisticky rozdielne.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Postup Holm-Bonferroni: <\/strong>Holmov sekven\u010dn\u00fd Bonferroniho test umo\u017e\u0148uje menej pr\u00edsne viacn\u00e1sobn\u00e9 porovn\u00e1vanie.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li>Pomocou Newman-Keulsa mo\u017eno identifikova\u0165 vzorky, ktor\u00e9 maj\u00fa navz\u00e1jom odli\u0161n\u00e9 stredn\u00e9 hodnoty. Newman-Keuls porovn\u00e1va dvojice priemerov pomocou r\u00f4znych kritick\u00fdch hodn\u00f4t. V d\u00f4sledku toho sa s v\u00e4\u010d\u0161ou pravdepodobnos\u0165ou n\u00e1jdu v\u00fdznamn\u00e9 rozdiely.<\/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 met\u00f3da: <\/strong>T\u00e1to \u0161tatistick\u00e1 met\u00f3da sa pou\u017e\u00edva na hodnotenie v\u00fdskumn\u00fdch \u00fadajov post hoc po \"viacrozmernej\" 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 met\u00f3da:<\/strong> Pri Scheffeho met\u00f3de sa testovacia \u0161tatistika upravuje r\u00f4zne v z\u00e1vislosti od po\u010dtu vykonan\u00fdch porovnan\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 testom zist\u00edte, \u010di va\u0161a vzorka pozost\u00e1va zo skup\u00edn, ktor\u00e9 sa navz\u00e1jom l\u00ed\u0161ia. Ka\u017ed\u00fd priemer sa porovn\u00e1va s priemerom v\u0161etk\u00fdch ostatn\u00fdch skup\u00edn pomocou \"\u010destn\u00e9ho signifikantn\u00e9ho rozdielu\", ktor\u00fd vyjadruje, ako ve\u013emi s\u00fa skupiny od seba vzdialen\u00e9.<\/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\u00e1va stredn\u00e9 hodnoty. Na rozdiel od Tukeyho testu porovn\u00e1va ka\u017ed\u00fd priemer s kontroln\u00fdm priemerom.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Postup Benjamini-Hochberg (BH): <\/strong>V\u00fdznamn\u00fd v\u00fdsledok sa objav\u00ed len n\u00e1hodne, ak vykon\u00e1te mno\u017estvo testov. Miera falo\u0161n\u00fdch objavov sa zoh\u013ead\u0148uje t\u00fdmto post hoc testom.<\/li>\n<\/ul>\n\n\n\n<h2><strong>Ni\u010d neprekon\u00e1 bezchybn\u00fd vizu\u00e1l, ktor\u00fd prin\u00e1\u0161a komplexn\u00e9 posolstvo<\/strong><\/h2>\n\n\n\n<p>\u00c1no, je to tak, s pomocou vizu\u00e1lnych pom\u00f4cok je ove\u013ea jednoduch\u0161ie vn\u00edma\u0165 aj tie najzlo\u017eitej\u0161ie pojmy. V \u00e9re vizualiz\u00e1ci\u00ed sa nemo\u017eno \u010dudova\u0165, \u017ee kvantov\u00fa fyziku pravdepodobne pochop\u00edte ove\u013ea jednoduch\u0161ie v\u010faka \u00fa\u010dinnosti grafiky.<\/p>\n\n\n\n<p>Zauj\u00edma v\u00e1s, ako za\u010da\u0165? Pre\u010do sa tr\u00e1pi\u0165, ke\u010f m\u00e1te na dosah ruky graf mysle! U n\u00e1s si m\u00f4\u017eete vybra\u0165 z viac ako tis\u00edcky ilustr\u00e1ci\u00ed v na\u0161ej gal\u00e9rii a vytvori\u0165 plag\u00e1ty pomocou inteligentn\u00e9ho n\u00e1stroja na tvorbu plag\u00e1tov, ktor\u00fd sme pre v\u00e1s vyvinuli. Vyu\u017eite odbornos\u0165 n\u00e1\u0161ho talentovan\u00e9ho t\u00edmu a nechajte si ju prisp\u00f4sobi\u0165 svojim potreb\u00e1m. \u010eal\u0161ie inform\u00e1cie n\u00e1jdete na na\u0161ej str\u00e1nke <a href=\"https:\/\/mindthegraph.com\/\">webov\u00e1 str\u00e1nka<\/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 | Vytvorenie 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, \u010do je post-hoc anal\u00fdza a ako n\u00e1js\u0165 cenn\u00e9 \u00fadaje a vzory po ukon\u010den\u00ed \u0161t\u00fadie.<\/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\/sk\/post-hoc-analyza\/\" 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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. 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