{"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\/tr\/post-hoc-analiz\/","title":{"rendered":"Post Hoc Analizi: S\u00fcre\u00e7 ve test t\u00fcrleri"},"content":{"rendered":"<p>Herhangi bir ara\u015ft\u0131rma projesinden elde edilen \u00e7ok say\u0131da veri vard\u0131r; bunlar\u0131n baz\u0131lar\u0131 de\u011ferlidir, baz\u0131lar\u0131 ise de\u011fildir. Ara\u015ft\u0131rmada yeni, beklenmedik veya kafa kar\u0131\u015ft\u0131r\u0131c\u0131 bir \u015fey bulmak h\u0131zla bunalt\u0131c\u0131 hale gelebilir. <\/p>\n\n\n\n<p>Bir teslim tarihine yeti\u015fmek i\u00e7in bask\u0131 alt\u0131nda oldu\u011funuzda bazen yolunuzdan sapabilirsiniz. Mevcut ara\u015ft\u0131rman\u0131z tamamland\u0131ktan sonra bu kas\u0131ts\u0131z sonu\u00e7lar\u0131 g\u00f6z \u00f6n\u00fcnde bulundurmayarak endi\u015felenmekten ka\u00e7\u0131n\u0131n.<\/p>\n\n\n\n<p>Post-hoc analizde, bir deneyin her rastgele sonucunu analiz etmezsiniz. Kavram\u0131 daha iyi anlaman\u0131za yard\u0131mc\u0131 olmak i\u00e7in yak\u0131ndan bakmay\u0131 ve daha fazla \u00e7al\u0131\u015fmay\u0131 gerektiren bir \u015fey g\u00f6zlemledi\u011finizde kal\u0131plar\u0131 aramak \u00f6nemlidir. <\/p>\n\n\n\n<p>Bir post-hoc analizinden sonra, daha fazla bilgi edinilebilir ve konu taban\u0131n\u0131z\u0131 daha derinlemesine inceleyebilirsiniz. \u015eimdi post hoc analizine daha yak\u0131ndan bakal\u0131m.<\/p>\n\n\n\n<h2><strong>Post-hoc analizi: nedir?<\/strong><\/h2>\n\n\n\n<p>Latince'de post hoc \"bundan sonra\", yani deneysel verileri daha sonra analiz etmek anlam\u0131na gelir. <\/p>\n\n\n\n<p>Post-hoc analizin amac\u0131, \u00e7al\u0131\u015fma tamamland\u0131ktan sonra kal\u0131plar\u0131 bulmak ve birincil hedef olmayan sonu\u00e7lar\u0131 bulmakt\u0131r. Dolay\u0131s\u0131yla, bir deney tamamland\u0131ktan sonra yap\u0131lan ve \u00f6nceden planlanmam\u0131\u015f olan t\u00fcm analizler post-hoc analiz olarak kabul edilir. <\/p>\n\n\n\n<p>Halihaz\u0131rda toplanm\u0131\u015f olan veriler post-hoc bir \u00e7al\u0131\u015fmada kullan\u0131l\u0131r. Ara\u015ft\u0131rmac\u0131lar bu verileri, deneyin tasar\u0131m\u0131nda yer almayan yeni ama\u00e7lar geli\u015ftirmek i\u00e7in analiz eder. Bu nedenle post hoc \u00e7al\u0131\u015fmalar, \u00f6nceki denemelerden elde edilen toplu veriler \u00fczerinde ger\u00e7ekle\u015ftirilebilir.&nbsp;<\/p>\n\n\n\n<p>Post-hoc analizleri ger\u00e7ekle\u015ftirme s\u00fcreci genellikle zaman a\u00e7\u0131s\u0131ndan a\u015f\u0131r\u0131 y\u00fckl\u00fcd\u00fcr, ancak bir dizi avantaj sunar. De\u011ferli bilgileri ortaya \u00e7\u0131karmak i\u00e7in makul miktarda ihtiyatl\u0131 davran\u0131n ve beklenmedik sonu\u00e7lar\u0131 abartmay\u0131n. Bu, tesad\u00fcfi bir olay olsa bile \u00f6nemli bir \u015feyin i\u015fareti olabilir.<\/p>\n\n\n\n<p>Post hoc analizler hata oranlar\u0131n\u0131 ara\u015ft\u0131r\u0131rken, hipotezlerin \u00f6nemini de\u011ferlendirirken veya istatistiksel olarak anlaml\u0131 olup olmad\u0131klar\u0131n\u0131 belirlerken faydal\u0131d\u0131r. <\/p>\n\n\n\n<p>Birden fazla deneme yapmak veya ana ara\u015ft\u0131rma \u00e7izginizden sapmak, hata ve yanl\u0131\u015f pozitif riskini art\u0131r\u0131r. \u0130\u015fte bu noktada post hoc \u00f6nemli bir rol oynar. Tam olarak nas\u0131l \u00e7al\u0131\u015f\u0131r?&nbsp;<\/p>\n\n\n\n<h2><strong>Post-hoc analiz: nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/strong><\/h2>\n\n\n\n<p>Birincil hedefe ula\u015f\u0131lmasa bile verilerden de\u011ferli i\u00e7g\u00f6r\u00fcler elde etmek hala m\u00fcmk\u00fcnd\u00fcr. Muhtemelen ilac\u0131n sonraki etkileri ve bunlara ili\u015fkin veriler. Ya da benzer ba\u015fka ila\u00e7lar da test edilmeye de\u011fer olabilir. <\/p>\n\n\n\n<p>Post-hoc analizin amac\u0131, \u00e7al\u0131\u015fma tamamland\u0131ktan sonra, \u00e7al\u0131\u015fmada belirtilmeyen bir hedef olan sorular\u0131 yan\u0131tlamakt\u0131r.<\/p>\n\n\n\n<p>Farkl\u0131l\u0131klar\u0131n nereden kaynakland\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in, istatistiksel olarak anlaml\u0131 bir sonu\u00e7 bulduktan sonra bir post hoc testi kullan\u0131l\u0131r. Post-hoc testleri, deneysel hatalardan ka\u00e7\u0131n\u0131rken birden fazla grup aras\u0131ndaki farkl\u0131l\u0131klar\u0131 de\u011ferlendirmek i\u00e7in kullan\u0131labilir. \u00c7e\u015fitli post hoc testleri form\u00fcle edilmi\u015ftir ve bunlar\u0131n \u00e7o\u011fu benzer sonu\u00e7lar vermektedir.&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>Farkl\u0131 post hoc test t\u00fcrleri vard\u0131r<\/strong><\/h2>\n\n\n\n<p>Herhangi bir ara\u015ft\u0131rma veya klinik \u00e7al\u0131\u015fma s\u0131ras\u0131nda toplanan veriler, kal\u0131plar\u0131 ve farkl\u0131 fakt\u00f6rleri tespit etmek i\u00e7in analiz edilebilir. En yayg\u0131n post hoc testleri \u015funlard\u0131r:<\/p>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Bonferroni Prosed\u00fcr\u00fc:<\/strong> Bu post hoc \u00e7oklu kar\u015f\u0131la\u015ft\u0131rma d\u00fczeltmesini kullanarak ayn\u0131 anda birden fazla istatistiksel test yapmak m\u00fcmk\u00fcnd\u00fcr.<\/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'\u0131n yeni \u00e7oklu menzil testi (MRT):&nbsp; <\/strong><\/strong>Duncan'\u0131n \u00c7oklu Aral\u0131k Testi, farkl\u0131 olan ortalama \u00e7iftlerini (en az \u00fc\u00e7 taneden) belirleyecektir.&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'\u0131n \u00c7oklu Kar\u015f\u0131la\u015ft\u0131rma Testi: <\/strong>Bu, verilerinizin belirli bir da\u011f\u0131l\u0131m\u0131 izledi\u011fini varsaymayan parametrik olmayan bir test olan ANOVA'dan sonra \u00e7al\u0131\u015ft\u0131r\u0131lan bir post hoc analizidir.<\/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 En K\u00fc\u00e7\u00fck Anlaml\u0131 Fark (LSD): <\/strong>\u0130ki ortalaman\u0131n istatistiksel olarak farkl\u0131 olup olmad\u0131\u011f\u0131n\u0131 belirler.<\/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-Bonferroni Prosed\u00fcr\u00fc: <\/strong>Holm'un s\u0131ral\u0131 Bonferroni testi \u00e7oklu kar\u015f\u0131la\u015ft\u0131rmalar\u0131 daha az kat\u0131 hale getirir.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li>Newman-Keuls kullan\u0131larak, birbirinden farkl\u0131 ortalamalara sahip \u00f6rnekler belirlenebilir. Newman-Keuls, farkl\u0131 kritik de\u011ferler kullanarak ortalama \u00e7iftlerini kar\u015f\u0131la\u015ft\u0131r\u0131r. Sonu\u00e7 olarak, \u00f6nemli farkl\u0131l\u0131klar\u0131n bulunmas\u0131 daha olas\u0131d\u0131r.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Rodger'\u0131n y\u00f6ntemi: <\/strong>Bu istatistiksel y\u00f6ntem, '\u00e7ok de\u011fi\u015fkenli' bir analizin ard\u0131ndan ara\u015ft\u0131rma verilerini post hoc de\u011ferlendirmek i\u00e7in kullan\u0131l\u0131r.<\/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\u00e9'nin Y\u00f6ntemi:<\/strong> Scheffe y\u00f6nteminde test istatisti\u011fi, yap\u0131lan kar\u015f\u0131la\u015ft\u0131rma say\u0131s\u0131na ba\u011fl\u0131 olarak farkl\u0131 \u015fekilde ayarlan\u0131r.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Tukey Testi: <\/strong>Tukey testi, \u00f6rnekleminizin birbirinden farkl\u0131 gruplardan olu\u015fup olu\u015fmad\u0131\u011f\u0131n\u0131 belirler. Her ortalama, gruplar\u0131n birbirinden ne kadar uzak oldu\u011funu g\u00f6steren \"D\u00fcr\u00fcst Anlaml\u0131 Fark\" kullan\u0131larak di\u011fer t\u00fcm gruplar\u0131n ortalamas\u0131yla kar\u015f\u0131la\u015ft\u0131r\u0131l\u0131r.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunnett'in d\u00fczeltmesi: <\/strong>Bu post hoc testi ortalamalar\u0131 kar\u015f\u0131la\u015ft\u0131r\u0131r. Tukey'in aksine, her ortalamay\u0131 bir kontrol ortalamas\u0131 ile kar\u015f\u0131la\u015ft\u0131r\u0131r.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Benjamini-Hochberg (BH) prosed\u00fcr\u00fc: <\/strong>Anlaml\u0131 bir sonu\u00e7 ancak \u00e7ok say\u0131da test yaparsan\u0131z tesad\u00fcfen ortaya \u00e7\u0131kacakt\u0131r. Yanl\u0131\u015f ke\u015fif oran\u0131 bu post hoc testi ile hesaba kat\u0131l\u0131r.<\/li>\n<\/ul>\n\n\n\n<h2><strong>Hi\u00e7bir \u015fey karma\u015f\u0131k bir mesaj\u0131 ileten kusursuz bir g\u00f6rsel par\u00e7an\u0131n yerini tutamaz<\/strong><\/h2>\n\n\n\n<p>Evet, do\u011fru, g\u00f6rsellerin yard\u0131m\u0131yla en zor kavramlar\u0131 perspektife oturtmak \u00e7ok daha kolay. G\u00f6rseller \u00e7a\u011f\u0131nda, grafiklerin etkinli\u011fi sayesinde kuantum fizi\u011fini muhtemelen \u00e7ok daha basit bir \u015fekilde anlayabilmeniz \u015fa\u015f\u0131rt\u0131c\u0131 de\u011fil.<\/p>\n\n\n\n<p>Nas\u0131l ba\u015flayaca\u011f\u0131n\u0131z\u0131 m\u0131 merak ediyorsunuz? Akl\u0131n\u0131zdaki grafik parmaklar\u0131n\u0131z\u0131n ucundayken neden endi\u015felenesiniz ki! Bizimle, galerimizdeki binden fazla ill\u00fcstrasyon aras\u0131ndan se\u00e7im yapabilir ve sizin i\u00e7in geli\u015ftirdi\u011fimiz ak\u0131ll\u0131 poster olu\u015fturucuyu kullanarak posterler haz\u0131rlayabilirsiniz. Yetenekli ekibimizin uzmanl\u0131\u011f\u0131ndan en iyi \u015fekilde yararlan\u0131n ve ihtiya\u00e7lar\u0131n\u0131za g\u00f6re uyarlanmas\u0131n\u0131 sa\u011flay\u0131n. Daha fazla bilgi i\u00e7in bizi ziyaret edin <a href=\"https:\/\/mindthegraph.com\/\">web sitesi<\/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=\"\u00d6\u011fretici | Mind the Graph&#039;de grafiksel bir \u00f6zet olu\u015fturma\" 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>Post-hoc analizin ne oldu\u011funu ve \u00e7al\u0131\u015fma tamamland\u0131ktan sonra de\u011ferli veri ve modellerin nas\u0131l bulunaca\u011f\u0131n\u0131 anlay\u0131n.<\/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\/tr\/post-hoc-analiz\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\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. 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