{"id":2042,"date":"2023-07-23T23:29:33","date_gmt":"2023-07-23T23:29:33","guid":{"rendered":"https:\/\/statorials.org\/tr\/kaya-egrisi-excel\/"},"modified":"2023-07-23T23:29:33","modified_gmt":"2023-07-23T23:29:33","slug":"kaya-egrisi-excel","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/kaya-egrisi-excel\/","title":{"rendered":"Excel&#39;de roc e\u011frisi nas\u0131l olu\u015fturulur (ad\u0131m ad\u0131m)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">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. 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 tahmin etme olas\u0131l\u0131\u011f\u0131. Buna ayn\u0131 zamanda \u201cger\u00e7ek pozitif oran\u201d da denir.<\/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. Buna ayn\u0131 zamanda \u201cger\u00e7ek negatif oran\u201d da denir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu iki \u00f6l\u00e7\u00fcm\u00fc g\u00f6rselle\u015ftirmenin bir yolu, &#8220;al\u0131c\u0131 \u00e7al\u0131\u015fma karakteristi\u011fi&#8221; e\u011frisi anlam\u0131na gelen bir <strong>ROC e\u011frisi<\/strong> olu\u015fturmakt\u0131r. Bu, lojistik regresyon modelinin duyarl\u0131l\u0131\u011f\u0131n\u0131 ve \u00f6zg\u00fcll\u00fc\u011f\u00fcn\u00fc g\u00f6steren bir grafiktir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki ad\u0131m ad\u0131m \u00f6rnek, Excel&#8217;de bir ROC e\u011frisinin nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 ve yorumlanaca\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h3> <strong>1. Ad\u0131m: Verileri girin<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Baz\u0131 ham verileri girerek ba\u015flayal\u0131m:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19089 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/roc1.png\" alt=\"\" width=\"409\" height=\"398\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>2. Ad\u0131m: K\u00fcm\u00fclatif verileri hesaplay\u0131n<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Daha sonra Ba\u015far\u0131l\u0131 ve Ba\u015far\u0131s\u0131z kategorilerinin k\u00fcm\u00fclatif de\u011ferlerini hesaplamak i\u00e7in a\u015fa\u011f\u0131daki form\u00fcl\u00fc kullanal\u0131m:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">K\u00fcm\u00fclatif ba\u015far\u0131 de\u011ferleri: <strong>=TOPLA($B$3:B3)<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">K\u00fcm\u00fclatif hata de\u011ferleri: <strong>=TOPLA($C$3:C3)<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Daha sonra bu form\u00fclleri kopyalay\u0131p D s\u00fctunu ve E s\u00fctunundaki her h\u00fccreye yap\u0131\u015ft\u0131raca\u011f\u0131z:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19090 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/roc2.png\" alt=\"\" width=\"462\" height=\"421\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>3. Ad\u0131m: Yanl\u0131\u015f pozitif oran\u0131n\u0131 ve ger\u00e7ek pozitif oran\u0131n\u0131 hesaplay\u0131n<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Daha sonra, a\u015fa\u011f\u0131daki form\u00fclleri kullanarak yanl\u0131\u015f pozitif oran\u0131 (FPR), ger\u00e7ek pozitif oran\u0131 (TPR) ve e\u011fri alt\u0131ndaki alan\u0131 (AUC) hesaplayaca\u011f\u0131z:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">FPR: <strong>=1-D3\/$D$14<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">TPR: <strong>=1-E3\/$E$14<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">ASC: <strong>=(F3-F4)*G3<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Daha sonra bu form\u00fclleri F, G ve H s\u00fctunlar\u0131ndaki her h\u00fccreye kopyalay\u0131p yap\u0131\u015ft\u0131raca\u011f\u0131z:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19091 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/roc3.png\" alt=\"\" width=\"566\" height=\"427\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ad\u0131m 4: ROC e\u011frisini olu\u015fturun<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">ROC e\u011frisini olu\u015fturmak i\u00e7in <strong>F3:G14<\/strong> aral\u0131\u011f\u0131ndaki her de\u011feri vurgulayaca\u011f\u0131z.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra, \u00fcst \u015feritteki <strong>Ekle<\/strong> sekmesine t\u0131klayaca\u011f\u0131z, ard\u0131ndan a\u015fa\u011f\u0131daki yolu olu\u015fturmak i\u00e7in <strong>Da\u011f\u0131l\u0131m Ekle (X, Y) se\u00e7ene\u011fine<\/strong> t\u0131klayaca\u011f\u0131z:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-19092\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/roc4.png\" alt=\"Excel'de ROC e\u011frisi\" width=\"624\" height=\"516\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ad\u0131m 5: AUC&#8217;yi hesaplay\u0131n<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">E\u011fri grafi\u011fin sol \u00fcst k\u00f6\u015fesine ne kadar yak\u0131n olursa, model verileri kategorilere g\u00f6re o kadar iyi s\u0131n\u0131fland\u0131rabilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yukar\u0131daki grafikten de g\u00f6rebilece\u011fimiz gibi, bu lojistik regresyon modeli, verileri kategorilere ay\u0131rma konusunda \u00e7ok iyi bir i\u015f \u00e7\u0131kar\u0131yor.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu \u00f6l\u00e7mek i\u00e7in, bize grafi\u011fin ne kadar\u0131n\u0131n e\u011frinin alt\u0131nda oldu\u011funu s\u00f6yleyen AUC&#8217;yi (e\u011frinin alt\u0131ndaki alan) hesaplayabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">AUC 1&#8217;e ne kadar yak\u0131nsa model o kadar iyidir. AUC de\u011feri 0,5&#8217;e e\u015fit olan bir model, rastgele s\u0131n\u0131fland\u0131rma yapan bir modelden daha iyi de\u011fildir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">E\u011frinin AUC&#8217;sini hesaplamak i\u00e7in H s\u00fctunundaki t\u00fcm de\u011ferleri basit\u00e7e toplayabiliriz:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-19093 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/roc5.png\" alt=\"Excel'de AUC'yi hesaplay\u0131n\" width=\"580\" height=\"480\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">AUC <strong>0,802662<\/strong> olarak \u00e7\u0131k\u0131yor. Bu de\u011fer olduk\u00e7a y\u00fcksektir ve modelin verileri &#8220;Ge\u00e7ti&#8221; ve &#8220;Ba\u015far\u0131s\u0131z&#8221; kategorilerine ay\u0131rma konusunda iyi bir i\u015f \u00e7\u0131kard\u0131\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h3> <strong>Ek kaynaklar<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimlerde Excel&#8217;de di\u011fer ortak grafiklerin nas\u0131l olu\u015fturulaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/excelde-cdf\/\" target=\"_blank\" rel=\"noopener\">Excel&#8217;de bir CDF nas\u0131l \u00e7izilir<\/a><br \/> Excel&#8217;de Hayatta Kalma E\u011frisi Nas\u0131l Olu\u015fturulur<br \/> <a href=\"https:\/\/statorials.org\/tr\/excel-surec-kontrol-istatistikleri\/\" target=\"_blank\" rel=\"noopener\">Excel&#8217;de \u0130statistiksel S\u00fcre\u00e7 Kontrol Tablosu Nas\u0131l Olu\u015fturulur<\/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 tahmin etme olas\u0131l\u0131\u011f\u0131. Buna ayn\u0131 zamanda \u201cger\u00e7ek pozitif oran\u201d da denir. \u00d6zg\u00fcll\u00fck: Sonu\u00e7 [&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-2042","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>Excel&#039;de ROC E\u011frisi Nas\u0131l Olu\u015fturulur (Ad\u0131m Ad\u0131m) - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, ad\u0131m ad\u0131m bir \u00f6rnekle Excel&#039;de bir ROC e\u011frisinin nas\u0131l olu\u015fturulaca\u011f\u0131 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\/kaya-egrisi-excel\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Excel&#039;de ROC E\u011frisi Nas\u0131l Olu\u015fturulur (Ad\u0131m Ad\u0131m) - 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