{"id":638,"date":"2023-07-29T06:19:58","date_gmt":"2023-07-29T06:19:58","guid":{"rendered":"https:\/\/statorials.org\/tr\/kaya-egrisi-durumu\/"},"modified":"2023-07-29T06:19:58","modified_gmt":"2023-07-29T06:19:58","slug":"kaya-egrisi-durumu","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/kaya-egrisi-durumu\/","title":{"rendered":"Stata&#39;da roc e\u011frisi nas\u0131l olu\u015fturulur ve yorumlan\u0131r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-istatistikleri\/\" target=\"_blank\" rel=\"noopener\">Lojistik regresyon,<\/a> yan\u0131t de\u011fi\u015fkeni ikili oldu\u011funda bir regresyon modeline uymak i\u00e7in kulland\u0131\u011f\u0131m\u0131z istatistiksel bir y\u00f6ntemdir.<\/span> <span style=\"color: #000000;\">Lojistik regresyon modelinin bir veri k\u00fcmesine ne kadar iyi uydu\u011funu de\u011ferlendirmek i\u00e7in a\u015fa\u011f\u0131daki iki \u00f6l\u00e7\u00fcme bakabiliriz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Duyarl\u0131l\u0131k:<\/strong> Sonu\u00e7 ger\u00e7ekten olumluyken, modelin bir g\u00f6zlem i\u00e7in olumlu bir sonu\u00e7 \u00f6ng\u00f6rme olas\u0131l\u0131\u011f\u0131.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u00d6zg\u00fcll\u00fck:<\/strong> Sonu\u00e7 ger\u00e7ekten negatif oldu\u011funda modelin bir g\u00f6zlem i\u00e7in negatif bir sonu\u00e7 \u00f6ng\u00f6rme olas\u0131l\u0131\u011f\u0131.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu iki \u00f6l\u00e7\u00fcm\u00fc g\u00f6rselle\u015ftirmenin basit bir yolu, lojistik regresyon modelinin duyarl\u0131l\u0131\u011f\u0131n\u0131 ve \u00f6zg\u00fcll\u00fc\u011f\u00fcn\u00fc g\u00f6steren bir grafik olan <strong>ROC e\u011frisi<\/strong> olu\u015fturmakt\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde Stata&#8217;da bir ROC e\u011frisinin nas\u0131l olu\u015fturulaca\u011f\u0131 ve yorumlanaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek: Stata&#8217;daki ROC e\u011frisi<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Bu \u00f6rnek i\u00e7in 189 anne i\u00e7in a\u015fa\u011f\u0131daki de\u011fi\u015fkenleri i\u00e7eren <em>lbw<\/em> adl\u0131 bir veri k\u00fcmesi kullanaca\u011f\u0131z:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>D\u00fc\u015f\u00fck<\/strong> \u2013 bebe\u011fin d\u00fc\u015f\u00fck do\u011fum a\u011f\u0131rl\u0131\u011f\u0131na sahip olup olmad\u0131\u011f\u0131. 1 = evet, 0 = hay\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>ya\u015f<\/strong> \u2013 annenin ya\u015f\u0131.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>duman<\/strong> \u2013 annenin hamilelik s\u0131ras\u0131nda sigara i\u00e7ip i\u00e7medi\u011fi. 1 = evet, 0 = hay\u0131r.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">A\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenler olarak ya\u015f ve sigaray\u0131, yan\u0131t de\u011fi\u015fkeni olarak da d\u00fc\u015f\u00fck do\u011fum a\u011f\u0131rl\u0131\u011f\u0131n\u0131 kullanarak verilere bir lojistik regresyon modeli yerle\u015ftirece\u011fiz. Daha sonra modelin verilere ne kadar iyi uydu\u011funu analiz etmek i\u00e7in bir ROC e\u011frisi olu\u015fturaca\u011f\u0131z.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ad\u0131m 1: Verileri y\u00fckleyin ve g\u00f6r\u00fcnt\u00fcleyin.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki komutu kullanarak verileri y\u00fckleyin:<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\"><strong>https:\/\/www.stata-press.com\/data\/r13\/lbw adresini kullan\u0131n<\/strong><\/span><\/p>\n<\/blockquote>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki komutu kullanarak veri k\u00fcmesini h\u0131zl\u0131 bir \u015fekilde anlay\u0131n:<\/span><\/p>\n<blockquote data-slot-rendered-dynamic=\"true\">\n<p> <span style=\"color: #000000;\"><strong>\u00f6zetlemek<\/strong><\/span> <\/p>\n<\/blockquote>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-5793 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/logistiqueregstata1.png\" sizes=\"auto, \" srcset=\"\" alt=\"Stata'da d\u00fc\u015f\u00fck do\u011fum a\u011f\u0131rl\u0131\u011f\u0131 veri k\u00fcmesi\" width=\"534\" height=\"356\"><\/p>\n<p> <span style=\"color: #000000;\">Veri setinde 11 farkl\u0131 de\u011fi\u015fken var ancak ilgilendi\u011fimiz sadece \u00fc\u00e7\u00fc d\u00fc\u015f\u00fck seviye, ya\u015f ve sigara kullan\u0131m\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ad\u0131m 2: Lojistik regresyon modelini yerle\u015ftirin.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Lojistik regresyon modeline uymak i\u00e7in a\u015fa\u011f\u0131daki komutu kullan\u0131n:<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\"><strong>d\u00fc\u015f\u00fck ya\u015f duman logit<\/strong><\/span> <\/p>\n<\/blockquote>\n<p data-slot-rendered-dynamic=\"true\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-5798 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/logistiqueregstata3.png\" sizes=\"auto, \" srcset=\"\" alt=\"Stata'da lojistik regresyon \u00e7\u0131kt\u0131s\u0131\" width=\"579\" height=\"331\"><\/p>\n<p data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\"><strong>Ad\u0131m 3: ROC e\u011frisini olu\u015fturun.<\/strong><\/span><\/p>\n<p data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki komutu kullanarak model i\u00e7in ROC e\u011frisini olu\u015fturabiliriz:<\/span><\/p>\n<blockquote>\n<p data-slot-rendered-dynamic=\"true\"> <strong><span style=\"color: #000000;\">lroc<\/span><\/strong> <\/p>\n<\/blockquote>\n<p data-slot-rendered-dynamic=\"true\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6039 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/roccurvestata1.png\" alt=\"Stata'da ROC e\u011frisi\" width=\"571\" height=\"417\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\"><strong>Ad\u0131m 4: ROC e\u011frisini yorumlay\u0131n.<\/strong><\/span><\/p>\n<p data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\">Lojistik regresyon modelini uydurdu\u011fumuzda, yorday\u0131c\u0131 de\u011fi\u015fkenlerin de\u011ferlerine dayal\u0131 olarak belirli bir g\u00f6zlemin pozitif sonuca sahip olma olas\u0131l\u0131\u011f\u0131n\u0131 hesaplamak i\u00e7in kullan\u0131labilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir g\u00f6zlemin pozitif olarak s\u0131n\u0131fland\u0131r\u0131lmas\u0131 gerekip gerekmedi\u011fini belirlemek i\u00e7in, e\u015fi\u011fin \u00fczerinde d\u00fczeltilmi\u015f olas\u0131l\u0131\u011fa sahip g\u00f6zlemlerin pozitif olarak s\u0131n\u0131fland\u0131r\u0131laca\u011f\u0131 ve e\u015fi\u011fin alt\u0131nda d\u00fczeltilmi\u015f olas\u0131l\u0131\u011fa sahip t\u00fcm g\u00f6zlemlerin negatif olarak s\u0131n\u0131fland\u0131r\u0131laca\u011f\u0131 \u015fekilde bir e\u015fik se\u00e7ebiliriz. .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin e\u015fik de\u011ferini 0,5 olarak se\u00e7ti\u011fimizi varsayal\u0131m. Bu, d\u00fczeltilmi\u015f olas\u0131l\u0131\u011f\u0131 0,5&#8217;ten b\u00fcy\u00fck olan herhangi bir g\u00f6zlemin pozitif sonu\u00e7 verece\u011fi, d\u00fczeltilmi\u015f olas\u0131l\u0131\u011f\u0131 0,5&#8217;ten k\u00fc\u00e7\u00fck veya ona e\u015fit olan herhangi bir g\u00f6zlemin ise negatif sonu\u00e7 verece\u011fi anlam\u0131na gelir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">ROC e\u011frisi bize e\u015fik de\u011feri 0&#8217;dan 1&#8217;e de\u011fi\u015ftik\u00e7e duyarl\u0131l\u0131k de\u011ferlerine kar\u015f\u0131 \u00f6zg\u00fcll\u00fck 1&#8217;i g\u00f6sterir. Duyarl\u0131l\u0131\u011f\u0131 ve \u00f6zg\u00fcll\u00fc\u011f\u00fc y\u00fcksek olan bir model, grafi\u011fin sol \u00fcst k\u00f6\u015fesini saran bir ROC e\u011frisine sahip olacakt\u0131r. Duyarl\u0131l\u0131\u011f\u0131 ve \u00f6zg\u00fcll\u00fc\u011f\u00fc d\u00fc\u015f\u00fck olan bir model, 45 derecelik diyagonale yak\u0131n bir e\u011friye sahip olacakt\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>AUC<\/strong> <strong>(e\u011frinin alt\u0131ndaki alan),<\/strong> bize modelin pozitif ve negatif sonu\u00e7lar\u0131 ay\u0131rt etme yetene\u011fi hakk\u0131nda bir fikir verir. AUC, 0 ile 1 aras\u0131nda de\u011fi\u015febilir. AUC ne kadar y\u00fcksek olursa, model sonu\u00e7lar\u0131 do\u011fru \u015fekilde s\u0131n\u0131fland\u0131rmada o kadar iyi olur.<\/span> <span style=\"color: #000000;\">\u00d6rne\u011fimizde AUC&#8217;nin <strong>0,6111<\/strong> oldu\u011funu g\u00f6rebiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0130ki veya daha fazla modelin performans\u0131n\u0131 kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in AUC&#8217;yi kullanabiliriz. En y\u00fcksek AUC&#8217;ye sahip model en iyi performans\u0131 g\u00f6sterir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-istatistikleri\/\" target=\"_blank\" rel=\"noopener\">Stata&#8217;da lojistik regresyon nas\u0131l ger\u00e7ekle\u015ftirilir?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/cd-istatistigi-nasil-yorumlanir-lojistik-regresyon-modeli\/\" target=\"_blank\" rel=\"noopener\">Lojistik regresyon modelinin ROC e\u011frisi ve AUC&#8217;si nas\u0131l yorumlan\u0131r?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Lojistik regresyon, yan\u0131t de\u011fi\u015fkeni ikili oldu\u011funda bir regresyon modeline uymak i\u00e7in kulland\u0131\u011f\u0131m\u0131z istatistiksel bir y\u00f6ntemdir. Lojistik regresyon modelinin bir veri k\u00fcmesine ne kadar iyi uydu\u011funu de\u011ferlendirmek i\u00e7in a\u015fa\u011f\u0131daki iki \u00f6l\u00e7\u00fcme bakabiliriz: Duyarl\u0131l\u0131k: Sonu\u00e7 ger\u00e7ekten olumluyken, modelin bir g\u00f6zlem i\u00e7in olumlu bir sonu\u00e7 \u00f6ng\u00f6rme olas\u0131l\u0131\u011f\u0131. \u00d6zg\u00fcll\u00fck: Sonu\u00e7 ger\u00e7ekten negatif oldu\u011funda modelin bir g\u00f6zlem i\u00e7in negatif bir [&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-638","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>Stata&#039;da ROC e\u011frisi nas\u0131l olu\u015fturulur ve yorumlan\u0131r - Statorials<\/title>\n<meta name=\"description\" content=\"Ad\u0131m ad\u0131m \u00f6rnek de dahil olmak \u00fczere Stata&#039;da bir ROC e\u011frisinin nas\u0131l olu\u015fturulup yorumlanaca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\" \/>\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\/kaya-egrisi-durumu\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Stata&#039;da ROC e\u011frisi nas\u0131l olu\u015fturulur ve yorumlan\u0131r - 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