{"id":1224,"date":"2023-07-27T05:47:13","date_gmt":"2023-07-27T05:47:13","guid":{"rendered":"https:\/\/statorials.org\/tr\/rastgele-matkaplar\/"},"modified":"2023-07-27T05:47:13","modified_gmt":"2023-07-27T05:47:13","slug":"rastgele-matkaplar","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/rastgele-matkaplar\/","title":{"rendered":"Rastgele ormanlara basit bir 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 \u00e7ok karma\u015f\u0131k oldu\u011funda, aralar\u0131ndaki ili\u015fkiyi modellemek i\u00e7in genellikle do\u011frusal olmayan y\u00f6ntemler kullan\u0131r\u0131z.<\/span><\/p>\n<p> <span style=\"color: #000000;\">B\u00f6yle bir y\u00f6ntem, bir yan\u0131t de\u011fi\u015fkeninin de\u011ferini tahmin eden <em>karar<\/em> a\u011fa\u00e7lar\u0131 olu\u015fturmak i\u00e7in bir dizi tahmin de\u011fi\u015fkeni kullanan <a href=\"https:\/\/statorials.org\/tr\/siniflandirma-ve-regresyon-agaclari\/\" target=\"_blank\" rel=\"noopener noreferrer\">s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131d\u0131r<\/a> (genellikle CART olarak k\u0131salt\u0131l\u0131r).<\/span> <\/p>\n<figure id=\"attachment_12094\" aria-describedby=\"caption-attachment-12094\" style=\"width: 453px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-12094\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre3.png\" alt=\"\" width=\"453\" height=\"347\" srcset=\"\" sizes=\"auto, \"><figcaption id=\"caption-attachment-12094\" class=\"wp-caption-text\"> <strong><span style=\"color: #000000;\">Profesyonel bir beyzbol oyuncusunun maa\u015f\u0131n\u0131 tahmin etmek i\u00e7in y\u0131llar\u0131n deneyimini ve ortalama say\u0131 say\u0131s\u0131n\u0131 kullanan bir regresyon a\u011fac\u0131 \u00f6rne\u011fi.<\/span><\/strong><\/figcaption><\/figure>\n<p> <span style=\"color: #000000;\">Karar a\u011fa\u00e7lar\u0131n\u0131n avantaj\u0131 yorumlanmas\u0131 ve g\u00f6rselle\u015ftirilmesinin kolay olmas\u0131d\u0131r. Sorun, <a href=\"https:\/\/statorials.org\/tr\/onyargi-varyansi-uzlasmasi\/\" target=\"_blank\" rel=\"noopener noreferrer\">y\u00fcksek varyanstan<\/a> muzdarip olma e\u011filiminde olmalar\u0131d\u0131r. Yani, bir veri k\u00fcmesini ikiye b\u00f6l\u00fcp her iki yar\u0131ya da bir karar a\u011fac\u0131 uygularsak sonu\u00e7lar \u00e7ok farkl\u0131 olabilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Karar a\u011fa\u00e7lar\u0131n\u0131n varyans\u0131n\u0131 azaltman\u0131n bir yolu, <a href=\"https:\/\/statorials.org\/tr\/torbalama-makine-ogrenimi\/\" target=\"_blank\" rel=\"noopener noreferrer\">torbalama<\/a> olarak bilinen ve a\u015fa\u011f\u0131daki \u015fekilde \u00e7al\u0131\u015fan bir y\u00f6ntemi kullanmakt\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> Orijinal veri k\u00fcmesinden <em>b<\/em> \u00f6ny\u00fcklemeli \u00f6rnek al\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> Her \u00f6ny\u00fckleme \u00f6rne\u011fi i\u00e7in bir karar a\u011fac\u0131 olu\u015fturun.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong> Nihai bir model elde etmek i\u00e7in her a\u011fa\u00e7tan elde edilen tahminlerin ortalamas\u0131n\u0131 al\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu yakla\u015f\u0131m\u0131n avantaj\u0131, k\u00fcmelenmi\u015f bir modelin genellikle tek bir karar a\u011fac\u0131na k\u0131yasla test hata oran\u0131nda bir iyile\u015fme sa\u011flamas\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Dezavantaj\u0131 ise, veri k\u00fcmesinde \u00e7ok g\u00fc\u00e7l\u00fc bir \u00f6ng\u00f6r\u00fcc\u00fc varsa, torbalanm\u0131\u015f a\u011fa\u00e7 koleksiyonundan elde edilen tahminlerin y\u00fcksek d\u00fczeyde korelasyonlu olabilmesidir.<\/span> <span style=\"color: #000000;\">Bu durumda, torbalanm\u0131\u015f a\u011fa\u00e7lar\u0131n \u00e7o\u011fu veya t\u00fcm\u00fc, ilk b\u00f6l\u00fcnme i\u00e7in bu \u00f6ng\u00f6r\u00fcc\u00fcy\u00fc kullanacak ve sonu\u00e7ta birbirine benzer ve y\u00fcksek d\u00fczeyde korelasyonlu tahminlere sahip a\u011fa\u00e7lar elde edilecektir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Dolay\u0131s\u0131yla, nihai bir modele ula\u015fmak i\u00e7in her a\u011fa\u00e7tan gelen tahminlerin ortalamas\u0131n\u0131 ald\u0131\u011f\u0131m\u0131zda, bu modelin asl\u0131nda tek bir karar a\u011fac\u0131na k\u0131yasla varyans\u0131 azaltmamas\u0131 m\u00fcmk\u00fcnd\u00fcr.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu sorunu a\u015fman\u0131n bir yolu <strong>rastgele ormanlar<\/strong> olarak bilinen y\u00f6ntemi kullanmakt\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Rastgele ormanlar nelerdir?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Torbalamaya benzer \u015fekilde, rastgele ormanlar da orijinal bir veri k\u00fcmesinden \u00f6ny\u00fcklemeli <em>\u00f6rnekler<\/em> al\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bununla birlikte, her \u00f6ny\u00fckleme \u00f6rne\u011fi i\u00e7in bir karar a\u011fac\u0131 olu\u015ftururken, bir a\u011fa\u00e7taki bir b\u00f6l\u00fcnme her dikkate al\u0131nd\u0131\u011f\u0131nda, yaln\u0131zca <em>m<\/em> tahmincilerin rastgele bir \u00f6rne\u011fi, <em>p<\/em> tahmin edicilerin tam seti aras\u0131nda b\u00f6l\u00fcnmeye aday olarak kabul edilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0130\u015fte rastgele ormanlar\u0131n bir model olu\u015fturmak i\u00e7in kulland\u0131\u011f\u0131 y\u00f6ntemin tamam\u0131:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> Orijinal veri k\u00fcmesinden <em>b<\/em> \u00f6ny\u00fcklemeli \u00f6rnek al\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> Her \u00f6ny\u00fckleme \u00f6rne\u011fi i\u00e7in bir karar a\u011fac\u0131 olu\u015fturun.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">A\u011fac\u0131 olu\u015ftururken, her b\u00f6l\u00fcnme dikkate al\u0131nd\u0131\u011f\u0131nda, <em>p<\/em> \u00f6ng\u00f6r\u00fcc\u00fclerin tam k\u00fcmesinden yaln\u0131zca rastgele bir <em>m<\/em> yorday\u0131c\u0131 \u00f6rne\u011fi b\u00f6l\u00fcnmeye aday olarak kabul edilir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong> Nihai bir model elde etmek i\u00e7in her a\u011fa\u00e7tan elde edilen tahminlerin ortalamas\u0131n\u0131 al\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu y\u00f6ntem kullan\u0131larak rastgele bir ormandaki a\u011fa\u00e7lar\u0131n toplanmas\u0131, torbalama yoluyla \u00fcretilen a\u011fa\u00e7lara g\u00f6re <strong>dekore<\/strong> edilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Dolay\u0131s\u0131yla, nihai bir modele ula\u015fmak i\u00e7in her a\u011fa\u00e7tan ortalama tahminler ald\u0131\u011f\u0131m\u0131zda, daha az de\u011fi\u015fkenli\u011fe sahip olma e\u011filimi g\u00f6sterir ve torbal\u0131 modele g\u00f6re daha d\u00fc\u015f\u00fck test hatas\u0131 oran\u0131yla sonu\u00e7lan\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Rastgele ormanlar\u0131 kullan\u0131rken, bir karar a\u011fac\u0131n\u0131 her b\u00f6ld\u00fc\u011f\u00fcm\u00fczde genellikle <em>m<\/em> = \u221a <em>p<\/em> tahmincilerini b\u00f6l\u00fcnm\u00fc\u015f adaylar olarak de\u011ferlendiririz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, bir veri k\u00fcmesinde toplamda <em>p<\/em> = 16 \u00f6ng\u00f6r\u00fcc\u00fcye sahipsek, genellikle her b\u00f6l\u00fcnme i\u00e7in yaln\u0131zca <em>m<\/em> = \u221a16 = 4 yorday\u0131c\u0131y\u0131 potansiyel aday olarak de\u011ferlendiririz.<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\"><strong>Teknik not:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0130lgin\u00e7 bir \u015fekilde, e\u011fer <em>m<\/em> = <em>p&#8217;yi<\/em> se\u00e7ersek (yani t\u00fcm tahmincileri her b\u00f6lmede aday olarak kabul edersek), bu basit\u00e7e torbalama kullanmaya e\u015fde\u011ferdir.<\/span><\/p>\n<\/blockquote>\n<h3> <span style=\"color: #000000;\"><strong>Torba d\u0131\u015f\u0131 hatalar\u0131n tahmini<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Torbalamaya benzer \u015fekilde, rastgele orman modelinin test hatas\u0131n\u0131 <strong>torba d\u0131\u015f\u0131 tahmin<\/strong> kullanarak hesaplayabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Her \u00f6ny\u00fckleme \u00f6rne\u011finin orijinal veri setindeki g\u00f6zlemlerin yakla\u015f\u0131k 2\/3&#8217;\u00fcn\u00fc i\u00e7erdi\u011fi g\u00f6sterilebilir. A\u011faca s\u0131\u011fd\u0131rmak i\u00e7in kullan\u0131lmayan g\u00f6zlemlerin geri kalan \u00fc\u00e7te birine <strong>torba d\u0131\u015f\u0131 (OOB) g\u00f6zlemler<\/strong> denir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Orijinal veri setindeki i&#8217;inci g\u00f6zlemin de\u011ferini, o g\u00f6zlemin OOB oldu\u011fu a\u011fa\u00e7lar\u0131n her birinden ortalama tahmin alarak tahmin edebiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu yakla\u015f\u0131m\u0131, orijinal veri k\u00fcmesindeki t\u00fcm <em>n<\/em> g\u00f6zlemler i\u00e7in bir tahminde bulunmak ve b\u00f6ylece test hatas\u0131n\u0131n ge\u00e7erli bir tahmini olan bir hata oran\u0131n\u0131 hesaplamak i\u00e7in kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Test hatas\u0131n\u0131 tahmin etmek i\u00e7in bu yakla\u015f\u0131m\u0131 kullanman\u0131n avantaj\u0131, \u00f6zellikle veri k\u00fcmesi b\u00fcy\u00fck oldu\u011funda <a href=\"https:\/\/statorials.org\/tr\/k-kat-capraz-dogrulama\/\" target=\"_blank\" rel=\"noopener noreferrer\">k-katl\u0131 \u00e7apraz do\u011frulamadan<\/a> \u00e7ok daha h\u0131zl\u0131 olmas\u0131d\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong><span style=\"color: #000000;\">Rastgele ormanlar\u0131n avantajlar\u0131 ve dezavantajlar\u0131<\/span><\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Rastgele ormanlar a\u015fa\u011f\u0131daki <strong>avantajlar\u0131<\/strong> sunar:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u00c7o\u011fu durumda, rastgele ormanlar, torbalanm\u0131\u015f modellere ve \u00f6zellikle tek karar a\u011fa\u00e7lar\u0131na g\u00f6re do\u011fruluk a\u00e7\u0131s\u0131ndan bir geli\u015fme sa\u011flayacakt\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Rastgele ormanlar ayk\u0131r\u0131 de\u011ferlere kar\u015f\u0131 dayan\u0131kl\u0131d\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Rastgele ormanlar\u0131 kullanmak i\u00e7in herhangi bir \u00f6n i\u015fleme gerek yoktur.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Ancak rastgele ormanlar\u0131n <strong>a\u015fa\u011f\u0131daki potansiyel dezavantajlar\u0131 vard\u0131r:<\/strong><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Yorumlanmalar\u0131 zordur.<\/span><\/li>\n<li> <span style=\"color: #000000;\">B\u00fcy\u00fck veri k\u00fcmelerinden yararlanmak i\u00e7in hesaplama a\u00e7\u0131s\u0131ndan yo\u011fun (yani yava\u015f) olabilirler.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Uygulamada, veri bilimcileri tahmin do\u011frulu\u011funu en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in genellikle rastgele ormanlar\u0131 kullan\u0131r, dolay\u0131s\u0131yla bunlar\u0131n kolayca yorumlanamamas\u0131 genellikle bir sorun de\u011fildir.<\/span><\/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 \u00e7ok karma\u015f\u0131k oldu\u011funda, aralar\u0131ndaki ili\u015fkiyi modellemek i\u00e7in genellikle do\u011frusal olmayan y\u00f6ntemler kullan\u0131r\u0131z. B\u00f6yle bir y\u00f6ntem, bir yan\u0131t de\u011fi\u015fkeninin de\u011ferini tahmin eden karar a\u011fa\u00e7lar\u0131 olu\u015fturmak i\u00e7in bir dizi tahmin de\u011fi\u015fkeni kullanan s\u0131n\u0131fland\u0131rma ve regresyon a\u011fa\u00e7lar\u0131d\u0131r (genellikle CART olarak k\u0131salt\u0131l\u0131r). Profesyonel bir beyzbol oyuncusunun maa\u015f\u0131n\u0131 tahmin etmek [&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-1224","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>Rastgele Ormanlara Basit Bir Giri\u015f<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitim, makine \u00f6\u011freniminde pop\u00fcler bir y\u00f6ntem olan rastgele ormanlara basit bir giri\u015f sa\u011flar.\" \/>\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\/rastgele-matkaplar\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Rastgele Ormanlara Basit Bir Giri\u015f\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitim, makine \u00f6\u011freniminde pop\u00fcler bir y\u00f6ntem olan rastgele ormanlara basit bir giri\u015f sa\u011flar.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/rastgele-matkaplar\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T05:47:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/arbre3.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\/rastgele-matkaplar\/\",\"url\":\"https:\/\/statorials.org\/tr\/rastgele-matkaplar\/\",\"name\":\"Rastgele Ormanlara Basit Bir Giri\u015f\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-27T05:47:13+00:00\",\"dateModified\":\"2023-07-27T05:47:13+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitim, makine \u00f6\u011freniminde pop\u00fcler bir y\u00f6ntem olan rastgele ormanlara basit bir giri\u015f sa\u011flar.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/rastgele-matkaplar\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/rastgele-matkaplar\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/rastgele-matkaplar\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Rastgele ormanlara basit bir 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. 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