{"id":1219,"date":"2023-07-27T06:07:51","date_gmt":"2023-07-27T06:07:51","guid":{"rendered":"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/"},"modified":"2023-07-27T06:07:51","modified_gmt":"2023-07-27T06:07:51","slug":"siniflandirma-ve-regresyon-agaclari","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/","title":{"rendered":"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Bir dizi yorday\u0131c\u0131 de\u011fi\u015fken ile bir <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener noreferrer\">yan\u0131t de\u011fi\u015fkeni<\/a> aras\u0131ndaki ili\u015fki do\u011frusal oldu\u011funda, <a href=\"https:\/\/statorials.org\/tr\/coklu-dogrusal-regresyon\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u00e7oklu do\u011frusal regresyon<\/a> gibi y\u00f6ntemler, do\u011fru \u00f6ng\u00f6r\u00fcc\u00fc modeller \u00fcretebilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bununla birlikte, bir dizi \u00f6ng\u00f6r\u00fc ile bir yan\u0131t aras\u0131ndaki ili\u015fki olduk\u00e7a do\u011frusal olmayan ve karma\u015f\u0131k oldu\u011funda, do\u011frusal olmayan y\u00f6ntemler daha iyi performans g\u00f6sterebilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Do\u011frusal olmayan bir y\u00f6ntemin bir \u00f6rne\u011fi, genellikle <strong>CART<\/strong> olarak k\u0131salt\u0131lan <strong>s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131d\u0131r<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ad\u0131ndan da anla\u015f\u0131laca\u011f\u0131 gibi, CART modelleri bir yan\u0131t de\u011fi\u015fkeninin de\u011ferini tahmin eden <em>karar a\u011fa\u00e7lar\u0131<\/em> olu\u015fturmak i\u00e7in bir dizi \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken kullan\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, y\u00fczlerce profesyonel beyzbol oyuncusu i\u00e7in <em>Oynanan Y\u0131l<\/em> ve <em>Ortalama Ev Ko\u015fusu<\/em> tahmin de\u011fi\u015fkenlerini ve <em>y\u0131ll\u0131k Maa\u015f<\/em> yan\u0131t de\u011fi\u015fkenini i\u00e7eren bir veri setimiz oldu\u011funu varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu veri k\u00fcmesi i\u00e7in bir regresyon a\u011fac\u0131 \u015f\u00f6yle g\u00f6r\u00fcnebilir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12084 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre1.png\" alt=\"Regresyon A\u011fac\u0131 \u00d6rne\u011fi\" width=\"391\" height=\"365\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A\u011fac\u0131 yorumlaman\u0131n yolu a\u015fa\u011f\u0131daki gibidir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">4,5 y\u0131ldan az oynayan oyuncular\u0131n tahmini maa\u015f\u0131 225,8 bin dolar.<\/span><\/li>\n<li> <span style=\"color: #000000;\">4,5 y\u0131ldan fazla veya daha fazla oynayan ve ortalama 16,5&#8217;ten az home run yapan oyuncular\u0131n tahmini maa\u015f\u0131 577,6 bin dolar olacak.<\/span><\/li>\n<li> <span style=\"color: #000000;\">4,5 y\u0131l veya daha fazla oyun deneyimi olan ve ortalama 16,5 veya daha fazla home run yapan oyuncular\u0131n beklenen maa\u015f\u0131 975,6 bin dolar.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu modelin sonu\u00e7lar\u0131 sezgisel olarak anlaml\u0131 olmal\u0131d\u0131r: Daha uzun y\u0131llara dayanan deneyime sahip ve daha fazla say\u0131da ortalama home run yapan oyuncular daha y\u00fcksek maa\u015f kazanma e\u011filimindedir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra bu modeli yeni bir oyuncunun maa\u015f\u0131n\u0131 tahmin etmek i\u00e7in kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, belirli bir oyuncunun 8 y\u0131l oynad\u0131\u011f\u0131n\u0131 ve y\u0131lda ortalama 10 home run yapt\u0131\u011f\u0131n\u0131 varsayal\u0131m. Modelimize g\u00f6re bu oyuncunun y\u0131ll\u0131k maa\u015f\u0131n\u0131n 577,6 bin dolar olaca\u011f\u0131n\u0131 tahmin ediyoruz.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12088 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre2.png\" alt=\"BASKETBOL modeli\" width=\"421\" height=\"395\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A\u011fa\u00e7la ilgili baz\u0131 a\u00e7\u0131klamalar:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">A\u011fac\u0131n tepesinde yer alan ilk yorday\u0131c\u0131 de\u011fi\u015fken en \u00f6nemlisidir, yani yan\u0131t de\u011fi\u015fkeninin de\u011ferinin tahminini en \u00e7ok etkileyen de\u011fi\u015fkendir. Bu durumda, <em>oynanan y\u0131llar<\/em> maa\u015f\u0131 <em>devre ortalamas\u0131ndan<\/em> daha iyi tahmin ediyor.<\/span><\/li>\n<li> <span style=\"color: #000000;\">A\u011fac\u0131n alt k\u0131sm\u0131ndaki b\u00f6lgelere <em>yaprak d\u00fc\u011f\u00fcmleri<\/em> denir. Bu \u00f6zel a\u011fac\u0131n \u00fc\u00e7 terminal d\u00fc\u011f\u00fcm\u00fc vard\u0131r.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>CART modelleri olu\u015fturma ad\u0131mlar\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Belirli bir veri k\u00fcmesi i\u00e7in CART modeli olu\u015fturmak i\u00e7in a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 kullanabiliriz:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ad\u0131m 1: E\u011fitim verileri \u00fczerinde b\u00fcy\u00fck bir a\u011fa\u00e7 b\u00fcy\u00fctmek i\u00e7in \u00f6zyinelemeli ikili b\u00f6lmeyi kullan\u0131n.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0130lk olarak, a\u015fa\u011f\u0131daki y\u00f6ntemi kullanarak bir regresyon a\u011fac\u0131n\u0131 b\u00fcy\u00fctmek i\u00e7in \u00f6zyinelemeli ikili b\u00f6lme ad\u0131 verilen <em>a\u00e7g\u00f6zl\u00fc<\/em> bir algoritma kullan\u0131yoruz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">T\u00fcm yorday\u0131c\u0131 de\u011fi\u015fkenleri (X <sub>1<\/sub> <sub>,<\/sub> X <sub>2<\/sub> , \u2026 , art\u0131k standart hata) en d\u00fc\u015f\u00fck olarak d\u00fc\u015f\u00fcn\u00fcn. .<\/span>\n<ul>\n<li> <em><span style=\"color: #000000;\">S\u0131n\u0131fland\u0131rma a\u011fa\u00e7lar\u0131 i\u00e7in, tahmin ediciyi ve kesme noktas\u0131n\u0131, sonu\u00e7ta ortaya \u00e7\u0131kan a\u011fac\u0131n en d\u00fc\u015f\u00fck s\u0131n\u0131fland\u0131rma hata oran\u0131na sahip olmas\u0131n\u0131 sa\u011flayacak \u015fekilde se\u00e7iyoruz.<\/span><\/em><\/li>\n<\/ul>\n<\/li>\n<li> <span style=\"color: #000000;\">Yaln\u0131zca her terminal d\u00fc\u011f\u00fcm\u00fcn\u00fcn belirli bir minimum g\u00f6zlem say\u0131s\u0131ndan daha az\u0131na sahip oldu\u011fu zaman durarak bu i\u015flemi tekrarlay\u0131n.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu algoritma <em>a\u00e7g\u00f6zl\u00fcd\u00fcr<\/em> \u00e7\u00fcnk\u00fc a\u011fa\u00e7 olu\u015fturma s\u00fcrecinin her ad\u0131m\u0131nda, gelece\u011fe bakmak ve gelecek a\u015famada daha iyi bir a\u011fa\u00e7 geneline yol a\u00e7acak bir b\u00f6l\u00fcnme se\u00e7mek yerine, yaln\u0131zca o ad\u0131ma dayal\u0131 olarak yap\u0131lacak en iyi b\u00f6l\u00fcnmeyi belirler.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ad\u0131m 2: \u03b1&#8217;ya dayal\u0131 olarak en iyi a\u011fa\u00e7lar\u0131n s\u0131ras\u0131n\u0131 elde etmek i\u00e7in b\u00fcy\u00fck a\u011faca maliyet karma\u015f\u0131kl\u0131\u011f\u0131 budamas\u0131 uygulay\u0131n.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">B\u00fcy\u00fck a\u011fac\u0131 b\u00fcy\u00fctt\u00fckten sonra, karma\u015f\u0131k budama olarak bilinen ve a\u015fa\u011f\u0131daki gibi \u00e7al\u0131\u015fan bir y\u00f6ntemi kullanarak onu <em>budamam\u0131z<\/em> gerekir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">T terminal d\u00fc\u011f\u00fcmlerine sahip olas\u0131 her a\u011fa\u00e7 i\u00e7in RSS + \u03b1|T|&#8217;yi en aza indiren a\u011fac\u0131 bulun.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u03b1 de\u011ferini artt\u0131rd\u0131\u011f\u0131m\u0131zda daha fazla terminal d\u00fc\u011f\u00fcm\u00fc olan a\u011fa\u00e7lar\u0131n cezaland\u0131r\u0131laca\u011f\u0131n\u0131 unutmay\u0131n. Bu, a\u011fac\u0131n \u00e7ok karma\u015f\u0131k hale gelmemesini sa\u011flar.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu s\u00fcre\u00e7, her bir \u03b1 de\u011feri i\u00e7in en iyi a\u011fa\u00e7lar\u0131n s\u0131ralanmas\u0131yla sonu\u00e7lan\u0131r.<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">Ad\u0131m 3: \u03b1&#8217;y\u0131 se\u00e7mek i\u00e7in k-katl\u0131 \u00e7apraz do\u011frulamay\u0131 kullan\u0131n<\/span> .<\/strong><\/p>\n<p> <span style=\"color: #000000;\">Her bir \u03b1 de\u011feri i\u00e7in en iyi a\u011fac\u0131 buldu\u011fumuzda, test hatas\u0131n\u0131 en aza indiren \u03b1 de\u011ferini se\u00e7mek i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/k-kat-capraz-dogrulama\/\" target=\"_blank\" rel=\"noopener noreferrer\">k-katl\u0131 \u00e7apraz do\u011frulama<\/a> uygulayabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ad\u0131m 4: Son \u015fablonu se\u00e7in.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Son olarak, se\u00e7ilen \u03b1 de\u011ferine kar\u015f\u0131l\u0131k gelen son modeli se\u00e7iyoruz.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>CART modellerinin avantajlar\u0131 ve dezavantajlar\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">CART modelleri a\u015fa\u011f\u0131daki <strong>avantajlar\u0131<\/strong> sunar:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Yorumlanmas\u0131 kolayd\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">A\u00e7\u0131klamalar\u0131 kolayd\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">G\u00f6rselle\u015ftirmeleri kolayd\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Hem <a href=\"https:\/\/statorials.org\/tr\/regresyon-ve-siniflandirma\/\" target=\"_blank\" rel=\"noopener noreferrer\">regresyon hem de s\u0131n\u0131fland\u0131rma<\/a> problemlerine uygulanabilirler.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Ancak CART modellerinin <strong>a\u015fa\u011f\u0131daki dezavantajlar\u0131 vard\u0131r:<\/strong><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Di\u011fer do\u011frusal olmayan makine \u00f6\u011frenimi algoritmalar\u0131 kadar tahmin do\u011frulu\u011funa sahip olma e\u011filimindedirler. Ancak bir\u00e7ok karar a\u011fac\u0131n\u0131n torbalama, g\u00fc\u00e7lendirme ve rastgele ormanlar gibi y\u00f6ntemlerle k\u00fcmelenmesiyle tahmin do\u011fruluklar\u0131 art\u0131r\u0131labilir.<\/span><\/li>\n<\/ul>\n<p> <strong><span style=\"color: #000000;\">\u0130lgili:<\/span><\/strong> <a href=\"https:\/\/statorials.org\/tr\/rde-siniflandirma-ve-regresyon-agaclari\/\">R&#8217;ye s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131 nas\u0131l s\u0131\u011fd\u0131r\u0131l\u0131r<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bir dizi yorday\u0131c\u0131 de\u011fi\u015fken ile bir yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fki do\u011frusal oldu\u011funda, \u00e7oklu do\u011frusal regresyon gibi y\u00f6ntemler, do\u011fru \u00f6ng\u00f6r\u00fcc\u00fc modeller \u00fcretebilir. Bununla birlikte, bir dizi \u00f6ng\u00f6r\u00fc ile bir yan\u0131t aras\u0131ndaki ili\u015fki olduk\u00e7a do\u011frusal olmayan ve karma\u015f\u0131k oldu\u011funda, do\u011frusal olmayan y\u00f6ntemler daha iyi performans g\u00f6sterebilir. Do\u011frusal olmayan bir y\u00f6ntemin bir \u00f6rne\u011fi, genellikle CART olarak k\u0131salt\u0131lan s\u0131n\u0131fland\u0131rma [&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-1219","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>S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, \u00e7e\u015fitli \u00f6rnekler de dahil olmak \u00fczere s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na bir giri\u015f 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\/siniflandirma-ve-regresyon-agaclari\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde, \u00e7e\u015fitli \u00f6rnekler de dahil olmak \u00fczere s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na bir giri\u015f sa\u011flanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T06:07:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre1.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=\"5 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/\",\"url\":\"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/\",\"name\":\"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-27T06:07:51+00:00\",\"dateModified\":\"2023-07-27T06:07:51+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde, \u00e7e\u015fitli \u00f6rnekler de dahil olmak \u00fczere s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na bir giri\u015f sa\u011flanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f\"}]},{\"@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":"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f","description":"Bu e\u011fitimde, \u00e7e\u015fitli \u00f6rnekler de dahil olmak \u00fczere s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na bir giri\u015f 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\/siniflandirma-ve-regresyon-agaclari\/","og_locale":"tr_TR","og_type":"article","og_title":"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f","og_description":"Bu e\u011fitimde, \u00e7e\u015fitli \u00f6rnekler de dahil olmak \u00fczere s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na bir giri\u015f sa\u011flanmaktad\u0131r.","og_url":"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/","og_site_name":"Statorials","article_published_time":"2023-07-27T06:07:51+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre1.png"}],"author":"Dr.benjamin anderson","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Dr.benjamin anderson","Tahmini okuma s\u00fcresi":"5 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/","url":"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/","name":"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f","isPartOf":{"@id":"https:\/\/statorials.org\/tr\/#website"},"datePublished":"2023-07-27T06:07:51+00:00","dateModified":"2023-07-27T06:07:51+00:00","author":{"@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48"},"description":"Bu e\u011fitimde, \u00e7e\u015fitli \u00f6rnekler de dahil olmak \u00fczere s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na bir giri\u015f sa\u011flanmaktad\u0131r.","breadcrumb":{"@id":"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/statorials.org\/tr\/"},{"@type":"ListItem","position":2,"name":"S\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131na giri\u015f"}]},{"@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\/1219","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=1219"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/1219\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/media?parent=1219"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/categories?post=1219"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/tags?post=1219"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}