{"id":1965,"date":"2023-07-24T06:59:35","date_gmt":"2023-07-24T06:59:35","guid":{"rendered":"https:\/\/statorials.org\/tr\/rdeki-teshis-diyagramlari\/"},"modified":"2023-07-24T06:59:35","modified_gmt":"2023-07-24T06:59:35","slug":"rdeki-teshis-diyagramlari","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/rdeki-teshis-diyagramlari\/","title":{"rendered":"R&#39;de te\u015fhis grafikleri nas\u0131l yorumlan\u0131r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Do\u011frusal regresyon modelleri, bir veya daha fazla yorday\u0131c\u0131 de\u011fi\u015fken ile bir yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi tan\u0131mlamak i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bununla birlikte, bir regresyon modeli yerle\u015ftirdikten sonra, model art\u0131klar\u0131n\u0131 analiz etmek ve \u00fczerinde \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131z belirli veriler i\u00e7in do\u011frusal bir modelin kullan\u0131ma uygun oldu\u011fundan emin olmak i\u00e7in <strong>te\u015fhis grafikleri<\/strong> de olu\u015fturmak iyi bir fikirdir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde, R&#8217;de belirli bir regresyon modeli i\u00e7in tan\u0131 grafiklerinin nas\u0131l olu\u015fturulaca\u011f\u0131 ve yorumlanaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek: R&#8217;de tan\u0131lama grafikleri olu\u015fturma ve yorumlama<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Belirli bir s\u0131n\u0131ftaki \u00f6\u011frencilerin &#8220;s\u0131nav notlar\u0131n\u0131&#8221; tahmin etmek i\u00e7in &#8220;\u00e7al\u0131\u015f\u0131lan saatleri&#8221; kullanarak basit bir do\u011frusal regresyon modeli uygulad\u0131\u011f\u0131m\u0131z\u0131 varsayal\u0131m:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (hours=c(1, 1, 2, 2, 2, 3, 3, 4, 4, 4, 4, 5, 5, 6),\n                 score=c(67, 65, 68, 77, 73, 79, 81, 88, 80, 67, 84, 93, 90, 91)) \n\n<span style=\"color: #008080;\">#fit linear regression model<\/span>\nmodel = lm(score ~ hours, data=df)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu regresyon modeli i\u00e7in d\u00f6rt tan\u0131sal grafik olu\u015fturmak amac\u0131ylaplot <strong>()<\/strong> komutunu kullanabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#produce diagnostic plots for regression model\n<\/span>plot(model)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-18595\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/diagnostic1.png\" alt=\"R'deki te\u015fhis grafikleri\" width=\"676\" height=\"664\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Te\u015fhis Tablosu #1: Art\u0131klar vs. Kald\u0131ra\u00e7 Grafi\u011fi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bu grafik etkili g\u00f6zlemleri tan\u0131mlamak i\u00e7in kullan\u0131l\u0131r. Bu grafikteki herhangi bir nokta Cook mesafesinin (noktal\u0131 \u00e7izgiler) d\u0131\u015f\u0131nda kal\u0131yorsa, bu etkili bir g\u00f6zlemdir.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-18596\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/diagnostic2.png\" alt=\"R'de art\u0131klar\u0131n ve kald\u0131rac\u0131n grafi\u011finin \u00e7izilmesi\" width=\"479\" height=\"456\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fimizde 10 numaral\u0131 g\u00f6zlemin Pi\u015firme mesafesi s\u0131n\u0131r\u0131na en yak\u0131n oldu\u011funu ancak noktal\u0131 \u00e7izginin d\u0131\u015f\u0131na \u00e7\u0131kmad\u0131\u011f\u0131n\u0131 g\u00f6rebiliriz. Bu, veri setimizde a\u015f\u0131r\u0131 etkili noktalar\u0131n olmad\u0131\u011f\u0131 anlam\u0131na gelir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Te\u015fhis Grafi\u011fi #2: \u00d6l\u00e7ek ve Konum Grafi\u011fi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bu grafik, regresyon modelimizin kal\u0131nt\u0131lar\u0131 aras\u0131ndaki varyans\u0131n e\u015fitli\u011fi (&#8220;homoskedasticity&#8221; olarak da adland\u0131r\u0131l\u0131r) varsay\u0131m\u0131n\u0131 do\u011frulamak i\u00e7in kullan\u0131l\u0131r. E\u011fer k\u0131rm\u0131z\u0131 \u00e7izgi grafikte yakla\u015f\u0131k olarak yatay ise, o zaman e\u015fit varyans varsay\u0131m\u0131 muhtemelen kar\u015f\u0131lanm\u0131\u015ft\u0131r.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-18597 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/diagnostic3.png\" alt=\"R'de \u00f6l\u00e7ek ve konuma g\u00f6re \u00e7izilmi\u015ftir\" width=\"480\" height=\"463\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fimizde k\u0131rm\u0131z\u0131 \u00e7izginin \u00e7izim \u00fczerinde tam olarak yatay olmad\u0131\u011f\u0131n\u0131 ancak hi\u00e7bir noktada \u00e7ok fazla sapmad\u0131\u011f\u0131n\u0131 g\u00f6rebiliyoruz. Bu durumda muhtemelen e\u015fit varyans varsay\u0131m\u0131n\u0131n ihlal edilmedi\u011fini s\u00f6yleyebiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u0130lgili:<\/strong><\/span> <a href=\"https:\/\/statorials.org\/tr\/degisen-varyans-regresyonu\/\" target=\"_blank\" rel=\"noopener\">Regresyon Analizinde Heteroskedasticity&#8217;yi Anlamak<\/a><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Tan\u0131sal iz #3: normal QQ izi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bu grafik, regresyon modelinden elde edilen art\u0131klar\u0131n normal \u015fekilde da\u011f\u0131l\u0131p da\u011f\u0131lmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in kullan\u0131l\u0131r. Bu grafikteki noktalar yakla\u015f\u0131k olarak d\u00fcz bir \u00e7apraz \u00e7izgi boyunca yer al\u0131yorsa, art\u0131klar\u0131n normal \u015fekilde da\u011f\u0131ld\u0131\u011f\u0131n\u0131 varsayabiliriz.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-18598 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/diagnostic4.png\" alt=\"\" width=\"477\" height=\"468\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fimizde noktalar\u0131n kabaca \u00e7apraz d\u00fcz \u00e7izgi boyunca uzand\u0131\u011f\u0131n\u0131 g\u00f6rebiliriz. 10 ve 8 numaral\u0131 g\u00f6zlemler u\u00e7larda \u00e7izgiden biraz sapmaktad\u0131r, ancak art\u0131klar\u0131n normal \u015fekilde da\u011f\u0131lmad\u0131\u011f\u0131n\u0131 beyan etmek i\u00e7in yeterli de\u011fildir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Te\u015fhis Plan\u0131 #4: Kal\u0131nt\u0131lar vs. D\u00fczeltilmi\u015f Grafik<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bu grafik, art\u0131klar\u0131n do\u011frusal olmayan modeller sergileyip sergilemedi\u011fini belirlemek i\u00e7in kullan\u0131l\u0131r. Grafi\u011fin ortas\u0131ndaki k\u0131rm\u0131z\u0131 \u00e7izgi yakla\u015f\u0131k olarak yatay ise, art\u0131klar\u0131n do\u011frusal bir desen izledi\u011fini varsayabiliriz.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-18599 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/diagnostic5.png\" alt=\"\" width=\"480\" height=\"472\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fimizde, k\u0131rm\u0131z\u0131 \u00e7izginin m\u00fckemmel bir yatay \u00e7izgiden sapt\u0131\u011f\u0131n\u0131 ancak \u00f6nemli \u00f6l\u00e7\u00fcde sapmad\u0131\u011f\u0131n\u0131 g\u00f6rebiliriz. Muhtemelen art\u0131klar\u0131n kabaca do\u011frusal bir model izledi\u011fini ve bu veri seti i\u00e7in do\u011frusal bir regresyon modelinin uygun oldu\u011funu belirtiyoruz.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/tr\/dogrusal-regresyon-varsayimlari\/\" target=\"_blank\" rel=\"noopener\">Do\u011frusal regresyonun d\u00f6rt varsay\u0131m\u0131<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/kalinti\/\" target=\"_blank\" rel=\"noopener\">\u0130statistiklerde art\u0131klar nelerdir?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/kalan-iz-r\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de art\u0131k arsa nas\u0131l olu\u015fturulur<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/olceklenecek-konum\/\" target=\"_blank\" rel=\"noopener\">\u00d6l\u00e7ek ve konum grafi\u011fi nas\u0131l yorumlan\u0131r?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Do\u011frusal regresyon modelleri, bir veya daha fazla yorday\u0131c\u0131 de\u011fi\u015fken ile bir yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi tan\u0131mlamak i\u00e7in kullan\u0131l\u0131r. Bununla birlikte, bir regresyon modeli yerle\u015ftirdikten sonra, model art\u0131klar\u0131n\u0131 analiz etmek ve \u00fczerinde \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131z belirli veriler i\u00e7in do\u011frusal bir modelin kullan\u0131ma uygun oldu\u011fundan emin olmak i\u00e7in te\u015fhis grafikleri de olu\u015fturmak iyi bir fikirdir. Bu e\u011fitimde, R&#8217;de belirli [&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-1965","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>R - Statorials&#039;da tan\u0131 grafikleri nas\u0131l yorumlan\u0131r?<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, R&#039;de do\u011frusal bir regresyon modeli i\u00e7in tan\u0131 grafiklerinin nas\u0131l olu\u015fturulaca\u011f\u0131 ve yorumlanaca\u011f\u0131 \u00f6rneklerle a\u00e7\u0131klanmaktad\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\/rdeki-teshis-diyagramlari\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R - 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