{"id":928,"date":"2023-07-28T07:07:38","date_gmt":"2023-07-28T07:07:38","guid":{"rendered":"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/"},"modified":"2023-07-28T07:07:38","modified_gmt":"2023-07-28T07:07:38","slug":"aracsal-degiskenler","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/","title":{"rendered":"Ara\u00e7sal de\u011fi\u015fkenler: tan\u0131m ve \u00f6rnekler"},"content":{"rendered":"<hr>\n<p><span style=\"color: #000000;\">\u0130statistiklerde s\u0131kl\u0131kla bir de\u011fi\u015fkenin di\u011feri \u00fczerindeki etkisini tahmin etmeye \u00e7al\u0131\u015f\u0131r\u0131z. \u00d6rne\u011fin \u015funlar\u0131 bilmek isteyebiliriz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u00c7al\u0131\u015fmak i\u00e7in harcanan zaman s\u0131nav puanlar\u0131n\u0131 nas\u0131l etkiler?<\/span><\/li>\n<li> <span style=\"color: #000000;\">Belirli bir ila\u00e7 kan bas\u0131nc\u0131n\u0131 nas\u0131l etkiler?<\/span><\/li>\n<li> <span style=\"color: #000000;\">Stres kalp at\u0131\u015f h\u0131z\u0131n\u0131 nas\u0131l etkiler?<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Her senaryoda, bir yorday\u0131c\u0131 de\u011fi\u015fkenin bir <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener noreferrer\">yan\u0131t de\u011fi\u015fkenini<\/a> etkileyip etkilemedi\u011fini anlamak istiyoruz. Ancak s\u0131kl\u0131kla iki de\u011fi\u015fken aras\u0131ndaki ili\u015fkiyi etkileyen ba\u015fka de\u011fi\u015fkenler de vard\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken olarak belirli bir ilac\u0131 ve yan\u0131t de\u011fi\u015fkeni olarak da kan bas\u0131nc\u0131n\u0131 kulland\u0131\u011f\u0131m\u0131z\u0131 varsayal\u0131m. Biz sadece ilac\u0131n kan bas\u0131nc\u0131 \u00fczerindeki etkisiyle ilgileniyoruz:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9826 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/variable-instrumentale1.png\" sizes=\"auto, \" srcset=\"\" alt=\"\" width=\"396\" height=\"134\"><\/p>\n<p> <span style=\"color: #000000;\">Ancak egzersiz i\u00e7in harcanan zaman, genel beslenme ve stres d\u00fczeyi gibi di\u011fer de\u011fi\u015fkenler de kan bas\u0131nc\u0131n\u0131 etkiler:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9827 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/variable-instrumentale2.png\" sizes=\"auto, \" srcset=\"\" alt=\"\" width=\"378\" height=\"169\"><\/p>\n<p> <span style=\"color: #000000;\">Bu nedenle, ilac\u0131 \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken olarak ve kan bas\u0131nc\u0131n\u0131 yan\u0131t de\u011fi\u015fkeni olarak kullanarak<a href=\"https:\/\/statorials.org\/tr\/dogrusal-regresyon-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">basit bir do\u011frusal regresyon<\/a> ger\u00e7ekle\u015ftirirsek, <a href=\"https:\/\/statorials.org\/tr\/regresyon-katsayilari-nasil-yorumlanir\/\" target=\"_blank\" rel=\"noopener noreferrer\">regresyon katsay\u0131lar\u0131n\u0131n<\/a> ilac\u0131n kan bas\u0131nc\u0131 \u00fczerindeki etkisini do\u011fru bir \u015fekilde yakalayaca\u011f\u0131ndan emin olamay\u0131z \u00e7\u00fcnk\u00fc d\u0131\u015f fakt\u00f6rler (egzersiz, diyet, stres vb.) de rol oynayabilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu sorunu a\u015fman\u0131n olas\u0131 bir yolu <strong>ara\u00e7sal de\u011fi\u015fken<\/strong> kullanmakt\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ara\u00e7sal de\u011fi\u015fken nedir?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><strong>Ara\u00e7sal de\u011fi\u015fken,<\/strong> regresyon analizine dahil edilen, yorday\u0131c\u0131 de\u011fi\u015fkenle ili\u015fkili olan ancak yan\u0131t de\u011fi\u015fkeniyle ili\u015fkisi olmayan \u00fc\u00e7\u00fcnc\u00fc bir de\u011fi\u015fkendir. Bu de\u011fi\u015fkeni kullanarak, yorday\u0131c\u0131 de\u011fi\u015fkenin yan\u0131t de\u011fi\u015fkeni \u00fczerindeki ger\u00e7ek nedensel etkisini tahmin etmek m\u00fcmk\u00fcn hale gelir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, belirli bir ilac\u0131n kan bas\u0131nc\u0131 \u00fczerindeki etkisini tahmin etmek istedi\u011fimizi varsayal\u0131m:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9826 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/variable-instrumentale1.png\" sizes=\"auto, \" srcset=\"\" alt=\"\" width=\"396\" height=\"134\"><\/p>\n<p> <span style=\"color: #000000;\">Bu regresyon analizinde kullanabilece\u011fimiz ara\u00e7sal de\u011fi\u015fkene bir \u00f6rnek, bireyin eczaneye yak\u0131nl\u0131\u011f\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu &#8220;yak\u0131nl\u0131k&#8221; de\u011fi\u015fkeni muhtemelen bireyin s\u00f6z konusu ilac\u0131 al\u0131p almamas\u0131yla y\u00fcksek oranda ili\u015fkili olacakt\u0131r, zira bir birey, bir eczanenin yak\u0131n\u0131nda ya\u015famad\u0131\u011f\u0131 takdirde ilk etapta bu ilac\u0131 alamayacakt\u0131r.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9831 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/variable-instrumentale3.png\" sizes=\"auto, \" srcset=\"\" alt=\"\" width=\"399\" height=\"149\"><\/p>\n<p> <span style=\"color: #000000;\">Ancak \u201cyak\u0131nl\u0131k\u201d de\u011fi\u015fkeninin kan bas\u0131nc\u0131yla herhangi bir ili\u015fkisi olmamal\u0131d\u0131r. Kan bas\u0131nc\u0131yla sahip olabilece\u011fi tek ili\u015fki, \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken arac\u0131l\u0131\u011f\u0131ylad\u0131r.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9832 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/variable-instrumentale4.png\" sizes=\"auto, \" srcset=\"\" alt=\"De\u011fi\u015fken enstr\u00fcmantal\" width=\"400\" height=\"206\"><\/p>\n<p> <span style=\"color: #000000;\">Ara\u00e7sal de\u011fi\u015fkeni ger\u00e7ekte kullanma \u015feklimiz, bazen <a href=\"https:\/\/en.wikipedia.org\/wiki\/Instrumental_variables_estimation#Interpretation_as_two-stage_least_squares\" target=\"_blank\" rel=\"noopener noreferrer\">iki a\u015famal\u0131 en k\u00fc\u00e7\u00fck kareler regresyonu<\/a> olarak da adland\u0131r\u0131lan ara\u00e7sal de\u011fi\u015fken regresyonunu ger\u00e7ekle\u015ftirmektir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ara\u00e7sal de\u011fi\u015fkenler regresyonu<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Ara\u00e7sal de\u011fi\u015fkenler regresyonu (veya iki a\u015famal\u0131 en k\u00fc\u00e7\u00fck kareler regresyonu), bir yorday\u0131c\u0131 de\u011fi\u015fkenin bir yan\u0131t de\u011fi\u015fkeni \u00fczerindeki etkisini tahmin etmek i\u00e7in a\u015fa\u011f\u0131daki yakla\u015f\u0131m\u0131 kullan\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ad\u0131m 1: Ara\u00e7sal de\u011fi\u015fkeni yorday\u0131c\u0131 de\u011fi\u015fken olarak kullanarak bir regresyon modeli olu\u015fturun.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6zel \u00f6rne\u011fimizde ilk olarak a\u015fa\u011f\u0131daki regresyon modelini uygulayaca\u011f\u0131z:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Baz\u0131 ila\u00e7lar = B <sub>0<\/sub> + B <sub>1<\/sub> (yak\u0131nl\u0131k)<\/span><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra elimizde cd <sub>hat<\/sub> diyece\u011fimiz belirli ila\u00e7lar (cd) i\u00e7in \u00f6ng\u00f6r\u00fclen de\u011ferler kalacakt\u0131.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ad\u0131m 2: cd <sub>hat<\/sub> i\u00e7in \u00f6ng\u00f6r\u00fclen de\u011ferleri kullanarak ikinci bir regresyon modeli uydurun.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra a\u015fa\u011f\u0131daki regresyon modelini uygulayaca\u011f\u0131z:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Kan bas\u0131nc\u0131 = B <sub>0<\/sub> + B <sub>1<\/sub> (cd <sub>\u015fapka<\/sub> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><sub>CDhat&#8217;\u0131n<\/sub> regresyon katsay\u0131s\u0131 istatistiksel olarak anlaml\u0131 bulunursa ilac\u0131n kan bas\u0131nc\u0131 \u00fczerinde nedensel bir etkisi oldu\u011funu s\u00f6yleyebiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu s\u00f6yleyebilmemizin nedeni, CD <sub>Hat&#8217;i<\/sub> olu\u015fturmak i\u00e7in sadece &#8220;proximity&#8221; terimini kullanm\u0131\u015f olmam\u0131z ve yak\u0131nl\u0131\u011f\u0131n kan bas\u0131nc\u0131 ile korele olmamas\u0131 gerekti\u011fini bildi\u011fimizden, ikinci a\u015fama regresyondaki herhangi bir anlaml\u0131 korelasyonun belirli bir ilaca atfedilebilece\u011fini bilmemizdir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ara\u00e7sal de\u011fi\u015fkenlerin kullan\u0131m\u0131na ili\u015fkin \u00f6nlemler<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Ara\u00e7sal de\u011fi\u015fken yaln\u0131zca a\u015fa\u011f\u0131daki kriterleri kar\u015f\u0131l\u0131yorsa kullan\u0131lmal\u0131d\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Tahmin de\u011fi\u015fkeni ile g\u00fc\u00e7l\u00fc bir korelasyona sahiptir.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Yan\u0131t de\u011fi\u015fkeni ile ili\u015fkili de\u011fildir.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Modelin d\u0131\u015f\u0131nda b\u0131rak\u0131lan di\u011fer de\u011fi\u015fkenlerle ili\u015fkili de\u011fildir (\u00f6rn. yak\u0131nl\u0131k egzersiz, diyet veya stresle ili\u015fkili de\u011fildir).<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">E\u011fer bir ara\u00e7 de\u011fi\u015fken bu kriteri kar\u015f\u0131lam\u0131yorsa, regresyon modelinde kullan\u0131lmamal\u0131d\u0131r \u00e7\u00fcnk\u00fc muhtemelen g\u00fcvenilmez ve tarafl\u0131 sonu\u00e7lar \u00fcretecektir.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0130statistiklerde s\u0131kl\u0131kla bir de\u011fi\u015fkenin di\u011feri \u00fczerindeki etkisini tahmin etmeye \u00e7al\u0131\u015f\u0131r\u0131z. \u00d6rne\u011fin \u015funlar\u0131 bilmek isteyebiliriz: \u00c7al\u0131\u015fmak i\u00e7in harcanan zaman s\u0131nav puanlar\u0131n\u0131 nas\u0131l etkiler? Belirli bir ila\u00e7 kan bas\u0131nc\u0131n\u0131 nas\u0131l etkiler? Stres kalp at\u0131\u015f h\u0131z\u0131n\u0131 nas\u0131l etkiler? Her senaryoda, bir yorday\u0131c\u0131 de\u011fi\u015fkenin bir yan\u0131t de\u011fi\u015fkenini etkileyip etkilemedi\u011fini anlamak istiyoruz. Ancak s\u0131kl\u0131kla iki de\u011fi\u015fken aras\u0131ndaki ili\u015fkiyi etkileyen ba\u015fka [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-928","post","type-post","status-publish","format-standard","hentry","category-rehber"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Ara\u00e7sal de\u011fi\u015fkenler: tan\u0131m ve \u00f6rnekler - Statoryaller<\/title>\n<meta name=\"description\" content=\"Bir tan\u0131m ve birka\u00e7 \u00f6rnek i\u00e7eren ara\u00e7sal de\u011fi\u015fkenlere basit bir giri\u015f.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ara\u00e7sal de\u011fi\u015fkenler: tan\u0131m ve \u00f6rnekler - Statoryaller\" \/>\n<meta property=\"og:description\" content=\"Bir tan\u0131m ve birka\u00e7 \u00f6rnek i\u00e7eren ara\u00e7sal de\u011fi\u015fkenlere basit bir giri\u015f.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T07:07:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/variable-instrumentale1.png\" \/>\n<meta name=\"author\" content=\"Dr.benjamin anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr.benjamin anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/\",\"url\":\"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/\",\"name\":\"Ara\u00e7sal de\u011fi\u015fkenler: tan\u0131m ve \u00f6rnekler - Statoryaller\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-28T07:07:38+00:00\",\"dateModified\":\"2023-07-28T07:07:38+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bir tan\u0131m ve birka\u00e7 \u00f6rnek i\u00e7eren ara\u00e7sal de\u011fi\u015fkenlere basit bir giri\u015f.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/aracsal-degiskenler\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Ara\u00e7sal de\u011fi\u015fkenler: tan\u0131m ve \u00f6rnekler\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/tr\/#website\",\"url\":\"https:\/\/statorials.org\/tr\/\",\"name\":\"Statorials\",\"description\":\"\u0130statistik okuryazarl\u0131\u011f\u0131 rehberiniz!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/tr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\",\"name\":\"Dr.benjamin anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr.benjamin anderson\"},\"description\":\"Merhaba, ben Benjamin, emekli bir istatistik profes\u00f6r\u00fc ve Statorials \u00f6\u011fretmenine d\u00f6n\u00fc\u015ft\u00fcm. \u0130statistik alan\u0131ndaki kapsaml\u0131 deneyimim ve uzmanl\u0131\u011f\u0131mla, \u00f6\u011frencilerimi Statorials arac\u0131l\u0131\u011f\u0131yla g\u00fc\u00e7lendirmek i\u00e7in bilgilerimi payla\u015fmaya can at\u0131yorum. 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