{"id":1182,"date":"2023-07-27T09:18:03","date_gmt":"2023-07-27T09:18:03","guid":{"rendered":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/"},"modified":"2023-07-27T09:18:03","modified_gmt":"2023-07-27T09:18:03","slug":"asamalara-gore-secim","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/","title":{"rendered":"A\u015famal\u0131 se\u00e7im nedir? (a\u00e7\u0131klama ve \u00f6rnekler)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Makine \u00f6\u011frenimi alan\u0131nda amac\u0131m\u0131z, bir <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener noreferrer\">yan\u0131t de\u011fi\u015fkeninin<\/a> de\u011ferini tahmin etmek i\u00e7in bir dizi \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkeni etkili bir \u015fekilde kullanabilen bir model olu\u015fturmakt\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir dizi <em>p<\/em> toplam tahmin de\u011fi\u015fkeni g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, potansiyel olarak olu\u015fturabilece\u011fimiz bir\u00e7ok model vard\u0131r.<\/span> <span style=\"color: #000000;\">En iyi modeli se\u00e7mek i\u00e7in kullanabilece\u011fimiz y\u00f6ntemlerden biri, <a href=\"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/\" target=\"_blank\" rel=\"noopener noreferrer\">en iyi alt k\u00fcme se\u00e7imi<\/a> olarak bilinir; bu, tahmin seti ile olu\u015fturulabilecek <em>t\u00fcm<\/em> olas\u0131 modeller aras\u0131ndan en iyi modeli se\u00e7meye \u00e7al\u0131\u015f\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ne yaz\u0131k ki bu y\u00f6ntemin iki dezavantaj\u0131 vard\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Bu, hesaplama a\u00e7\u0131s\u0131ndan yo\u011fun olabilir. Bir <em>p<\/em> \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken seti i\u00e7in 2 <sup>p<\/sup> olas\u0131 model vard\u0131r. \u00d6rne\u011fin, 10 \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkenle, dikkate al\u0131nmas\u0131 gereken 2 <sup>10<\/sup> = 1000 olas\u0131 model vard\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u00c7ok fazla say\u0131da modeli dikkate ald\u0131\u011f\u0131ndan, e\u011fitim verileri \u00fczerinde iyi performans g\u00f6steren ancak gelecekteki veriler \u00fczerinde iyi performans g\u00f6stermeyen bir modeli potansiyel olarak bulabilir. Bu, <a href=\"https:\/\/statorials.org\/tr\/makine-ogrenimi-asiri-uyumu\/\" target=\"_blank\" rel=\"noopener noreferrer\">a\u015f\u0131r\u0131 uyum sa\u011flamaya<\/a> yol a\u00e7abilir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">En iyi alt k\u00fcmeyi se\u00e7menin bir alternatifi, \u00e7ok daha k\u00fc\u00e7\u00fck model k\u00fcmelerini kar\u015f\u0131la\u015ft\u0131ran <strong>ad\u0131m ad\u0131m se\u00e7im<\/strong> olarak bilinir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0130ki t\u00fcr ad\u0131m se\u00e7me y\u00f6ntemi vard\u0131r: ileri ad\u0131m se\u00e7imi ve geri ad\u0131m se\u00e7imi.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ad\u0131m ad\u0131m ileri se\u00e7im<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Ad\u0131m ad\u0131m ileri se\u00e7im \u015fu \u015fekilde \u00e7al\u0131\u015f\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> M <sub>0<\/sub> tahmin de\u011fi\u015fkeni i\u00e7ermeyen bo\u015f model olsun.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> k = 0, 2, \u2026 p-1 i\u00e7in:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">M <sub>k&#8217;deki<\/sub> yorday\u0131c\u0131lar\u0131 art\u0131ran t\u00fcm pk modellerini ek bir yorday\u0131c\u0131 de\u011fi\u015fkenle s\u0131\u011fd\u0131r\u0131n.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Bu pk modelleri aras\u0131ndan en iyisini se\u00e7in ve ona M <sub>k+1<\/sub> ad\u0131n\u0131 verin. &#8220;En iyi&#8221;yi, en y\u00fcksek R <sup>2&#8217;ye<\/sup> veya e\u015fde\u011fer olarak en d\u00fc\u015f\u00fck RSS&#8217;ye sahip model olarak tan\u0131mlay\u0131n.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong> \u00c7apraz do\u011frulama tahmin hatas\u0131, Cp, BIC, AIC veya d\u00fczeltilmi\u015f <sup>R2&#8217;yi<\/sup> kullanarak M <sub>0<\/sub> \u2026 M <sub>p<\/sub> aras\u0131ndan tek bir en iyi modeli se\u00e7in.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ad\u0131m ad\u0131m geriye do\u011fru se\u00e7im<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Geri ad\u0131m se\u00e7imi \u015fu \u015fekilde \u00e7al\u0131\u015f\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> M <sub>p&#8217;nin<\/sub> t\u00fcm <em>p<\/em> tahmin de\u011fi\u015fkenini i\u00e7eren tam model oldu\u011funu varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> k = p, p-1, \u2026 1 i\u00e7in:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Toplam k-1 tahmin de\u011fi\u015fkeni i\u00e7in <sub>Mk&#8217;de<\/sub> biri hari\u00e7 t\u00fcm tahmin edicileri i\u00e7eren t\u00fcm k modellerini s\u0131\u011fd\u0131r\u0131n.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Bu k modelleri aras\u0131ndan en iyisini se\u00e7in ve ona M <sub>k-1<\/sub> ad\u0131n\u0131 verin. &#8220;En iyi&#8221;yi, en y\u00fcksek R <sup>2&#8217;ye<\/sup> veya e\u015fde\u011fer olarak en d\u00fc\u015f\u00fck RSS&#8217;ye sahip model olarak tan\u0131mlay\u0131n.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong> \u00c7apraz do\u011frulama tahmin hatas\u0131, Cp, BIC, AIC veya d\u00fczeltilmi\u015f <sup>R2&#8217;yi<\/sup> kullanarak M <sub>0<\/sub> \u2026 M <sub>p<\/sub> aras\u0131ndan tek bir en iyi modeli se\u00e7in.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u201cEn iyi\u201d modeli se\u00e7me kriterleri<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Ad\u0131m ad\u0131m ileri ve geri se\u00e7imin son ad\u0131m\u0131, en d\u00fc\u015f\u00fck tahmin hatas\u0131na, en d\u00fc\u015f\u00fck Cp&#8217;ye, en d\u00fc\u015f\u00fck BIC&#8217;ye, en y\u00fcksek AIC d\u00fc\u015f\u00fckl\u00fc\u011f\u00fcne veya en y\u00fcksek ayarlanm\u0131\u015f <sup>R2&#8217;ye<\/sup> sahip modeli se\u00e7mektir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu \u00f6l\u00e7\u00fcmlerin her birini hesaplamak i\u00e7in kullan\u0131lan form\u00fcller \u015funlard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Cp:<\/strong> (RSS+2d\u03c3\u0302) \/ n<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>AIC:<\/strong> (RSS+2d\u03c3\u0302 <sup>2<\/sup> ) \/ (n\u03c3\u0302 <sup>2<\/sup> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>BIC:<\/strong> (RSS+log(n)d\u03c3\u0302 <sup>2<\/sup> ) \/ n<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>R <sup>2<\/sup> d\u00fczeltilmi\u015f:<\/strong> 1 \u2013 ( (RSS \/ (nd-1)) \/ (TSS \/ (n-1)) )<\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>d:<\/strong> Tahmincilerin say\u0131s\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> Toplam g\u00f6zlemler<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03c3\u0302 :<\/strong> Bir regresyon modelinde her yan\u0131t \u00f6l\u00e7\u00fcm\u00fcyle ili\u015fkili hata varyans\u0131n\u0131n tahmini<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RSS:<\/strong> Regresyon modelinden kalan kareler toplam\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>TSS:<\/strong> Regresyon modelinin karelerinin toplam\u0131<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>A\u015famal\u0131 se\u00e7imin avantajlar\u0131 ve dezavantajlar\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015famal\u0131 se\u00e7im a\u015fa\u011f\u0131daki <strong>avantajlar\u0131<\/strong> sunar:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu y\u00f6ntem, en iyi alt k\u00fcmeyi se\u00e7mekten hesaplama a\u00e7\u0131s\u0131ndan daha verimlidir. <em>p<\/em> \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, en iyi alt k\u00fcmenin se\u00e7imi 2 <sup>p<\/sup> modele kar\u015f\u0131l\u0131k gelmelidir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tersine, ad\u0131m ad\u0131m se\u00e7im yaln\u0131zca 1+p(p+ 1)\/2 modellerine uymal\u0131d\u0131r. p = 10 \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken i\u00e7in, en iyi alt k\u00fcme se\u00e7imi 1.000 modele uymal\u0131, ad\u0131m ad\u0131m se\u00e7im ise yaln\u0131zca 56 modele uymal\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak a\u015famal\u0131 se\u00e7imin <strong>a\u015fa\u011f\u0131daki potansiyel dezavantaj\u0131 vard\u0131r:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">T\u00fcm potansiyel <sup>2p<\/sup> modeller aras\u0131nda m\u00fcmk\u00fcn olan en iyi modeli bulman\u0131n garantisi yoktur.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, p = 3 tahminciye sahip bir veri setimiz oldu\u011funu varsayal\u0131m. M\u00fcmk\u00fcn olan en iyi tek tahminli model x <sub>1&#8217;i<\/sub> i\u00e7erebilir ve m\u00fcmk\u00fcn olan en iyi iki tahminli model bunun yerine x <sub>1<\/sub> ve x <sub>2&#8217;yi<\/sub> i\u00e7erebilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu durumda ileri ad\u0131m ad\u0131m se\u00e7im m\u00fcmk\u00fcn olan en iyi iki tahminli modeli se\u00e7mede ba\u015far\u0131s\u0131z olacakt\u0131r \u00e7\u00fcnk\u00fc <sub>M1<\/sub> <sub>x1&#8217;i<\/sub> i\u00e7erecektir, yani <sub>M2&#8217;nin<\/sub> ba\u015fka bir de\u011fi\u015fkenin yan\u0131 s\u0131ra <sub>x1&#8217;i<\/sub> de i\u00e7ermesi gerekir.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Makine \u00f6\u011frenimi alan\u0131nda amac\u0131m\u0131z, bir yan\u0131t de\u011fi\u015fkeninin de\u011ferini tahmin etmek i\u00e7in bir dizi \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkeni etkili bir \u015fekilde kullanabilen bir model olu\u015fturmakt\u0131r. Bir dizi p toplam tahmin de\u011fi\u015fkeni g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, potansiyel olarak olu\u015fturabilece\u011fimiz bir\u00e7ok model vard\u0131r. En iyi modeli se\u00e7mek i\u00e7in kullanabilece\u011fimiz y\u00f6ntemlerden biri, en iyi alt k\u00fcme se\u00e7imi olarak bilinir; bu, tahmin seti [&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-1182","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>A\u015famal\u0131 se\u00e7im nedir? (A\u00e7\u0131klama ve \u00f6rnekler)<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde model se\u00e7iminin bir \u00f6rnekle ad\u0131m ad\u0131m a\u00e7\u0131klanmas\u0131 sa\u011flanmaktad\u0131r.\" \/>\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\/asamalara-gore-secim\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A\u015famal\u0131 se\u00e7im nedir? (A\u00e7\u0131klama ve \u00f6rnekler)\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde model se\u00e7iminin bir \u00f6rnekle ad\u0131m ad\u0131m a\u00e7\u0131klanmas\u0131 sa\u011flanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T09:18:03+00:00\" \/>\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\/asamalara-gore-secim\/\",\"url\":\"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/\",\"name\":\"A\u015famal\u0131 se\u00e7im nedir? (A\u00e7\u0131klama ve \u00f6rnekler)\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-27T09:18:03+00:00\",\"dateModified\":\"2023-07-27T09:18:03+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde model se\u00e7iminin bir \u00f6rnekle ad\u0131m ad\u0131m a\u00e7\u0131klanmas\u0131 sa\u011flanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"A\u015famal\u0131 se\u00e7im nedir? (a\u00e7\u0131klama 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. Daha fazlas\u0131n\u0131 bil\",\"sameAs\":[\"https:\/\/statorials.org\/tr\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A\u015famal\u0131 se\u00e7im nedir? (A\u00e7\u0131klama ve \u00f6rnekler)","description":"Bu e\u011fitimde model se\u00e7iminin bir \u00f6rnekle ad\u0131m ad\u0131m a\u00e7\u0131klanmas\u0131 sa\u011flanmaktad\u0131r.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/","og_locale":"tr_TR","og_type":"article","og_title":"A\u015famal\u0131 se\u00e7im nedir? (A\u00e7\u0131klama ve \u00f6rnekler)","og_description":"Bu e\u011fitimde model se\u00e7iminin bir \u00f6rnekle ad\u0131m ad\u0131m a\u00e7\u0131klanmas\u0131 sa\u011flanmaktad\u0131r.","og_url":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/","og_site_name":"Statorials","article_published_time":"2023-07-27T09:18:03+00:00","author":"Dr.benjamin anderson","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Dr.benjamin anderson","Tahmini okuma s\u00fcresi":"4 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/","url":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/","name":"A\u015famal\u0131 se\u00e7im nedir? (A\u00e7\u0131klama ve \u00f6rnekler)","isPartOf":{"@id":"https:\/\/statorials.org\/tr\/#website"},"datePublished":"2023-07-27T09:18:03+00:00","dateModified":"2023-07-27T09:18:03+00:00","author":{"@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48"},"description":"Bu e\u011fitimde model se\u00e7iminin bir \u00f6rnekle ad\u0131m ad\u0131m a\u00e7\u0131klanmas\u0131 sa\u011flanmaktad\u0131r.","breadcrumb":{"@id":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/tr\/asamalara-gore-secim\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/statorials.org\/tr\/"},{"@type":"ListItem","position":2,"name":"A\u015famal\u0131 se\u00e7im nedir? (a\u00e7\u0131klama 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. Daha fazlas\u0131n\u0131 bil","sameAs":["https:\/\/statorials.org\/tr"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/1182","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/comments?post=1182"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/1182\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/media?parent=1182"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/categories?post=1182"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/tags?post=1182"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}