{"id":808,"date":"2023-07-28T16:49:41","date_gmt":"2023-07-28T16:49:41","guid":{"rendered":"https:\/\/statorials.org\/tr\/spss-kaya-egrisi\/"},"modified":"2023-07-28T16:49:41","modified_gmt":"2023-07-28T16:49:41","slug":"spss-kaya-egrisi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/spss-kaya-egrisi\/","title":{"rendered":"Spss&#39;de roc e\u011frisi nas\u0131l olu\u015fturulur ve yorumlan\u0131r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">Lojistik regresyon,<\/a> <span style=\"color: #000000;\">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.<\/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 SPSS&#8217;de bir ROC e\u011frisinin nas\u0131l olu\u015fturulaca\u011f\u0131 ve yorumlanaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h3> <strong>\u00d6rnek: SPSS&#8217;deki ROC e\u011frisi<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Diyelim ki bir basketbolcunun NBA&#8217;e se\u00e7ilip se\u00e7ilmedi\u011fini (0 = hay\u0131r, 1 = evet) ve \u00fcniversitede ma\u00e7 ba\u015f\u0131na ald\u0131\u011f\u0131 puan\u0131 g\u00f6steren a\u015fa\u011f\u0131daki veri setine sahibiz:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-8913 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocspss1.png\" alt=\"\" width=\"337\" height=\"455\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Bu veri k\u00fcmesi i\u00e7in bir ROC e\u011frisi olu\u015fturmak \u00fczere <strong>Analiz Et<\/strong> sekmesine, ard\u0131ndan <strong>S\u0131n\u0131fland\u0131r&#8217;a<\/strong> ve ard\u0131ndan <strong>ROC E\u011frisi&#8217;ne<\/strong> t\u0131klay\u0131n:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-8914 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocspss2.png\" alt=\"\" width=\"491\" height=\"476\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A\u00e7\u0131lan yeni pencerede <strong>taslak<\/strong> de\u011fi\u015fkenini Durum De\u011fi\u015fkeni etiketli alana s\u00fcr\u00fckleyin. Durum de\u011fi\u015fkeninin de\u011ferini <strong>1<\/strong> olarak ayarlay\u0131n. (Bu, bir oyuncunun draft edildi\u011fini g\u00f6steren de\u011ferdir). De\u011fi\u015fken <strong>noktalar\u0131n\u0131<\/strong> Test De\u011fi\u015fkeni etiketli alana s\u00fcr\u00fckleyin.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00c7apraz referans \u00e7izgisi<\/strong> ve <strong>ROC e\u011frisi noktas\u0131 koordinatlar\u0131<\/strong> ile se\u00e7ene\u011finin yan\u0131ndaki kutular\u0131 i\u015faretleyin. Daha sonra <strong>Tamam&#8217;\u0131<\/strong> t\u0131klay\u0131n.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-8915 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocspss3.png\" alt=\"\" width=\"434\" height=\"329\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Sonucun nas\u0131l yorumlanaca\u011f\u0131 a\u015fa\u011f\u0131da a\u00e7\u0131klanm\u0131\u015ft\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Dosya i\u015flemenin \u00f6zeti:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu tablo veri k\u00fcmesindeki pozitif ve negatif vakalar\u0131n toplam say\u0131s\u0131n\u0131 g\u00f6sterir. Bu \u00f6rnekte, 8 oyuncu draft edildi (olumlu sonu\u00e7) ve 6 oyuncu draft edilmedi (negatif sonu\u00e7):<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-8916 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocspss4.png\" alt=\"SPSS'de ROC e\u011frisinin yorumlanmas\u0131\" width=\"184\" height=\"296\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>ROC e\u011frisi:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Al\u0131c\u0131 \u00c7al\u0131\u015fma Karakteristi\u011fi (ROC) e\u011frisi, e\u015fik de\u011feri 0&#8217;dan 1&#8217;e de\u011fi\u015ftik\u00e7e duyarl\u0131l\u0131k de\u011ferlerinin \u00f6zg\u00fcll\u00fck 1&#8217;e kar\u015f\u0131 grafi\u011fidir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-8917 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocspss5.png\" alt=\"SPSS'de ROC e\u011frisi\" width=\"392\" height=\"436\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Duyarl\u0131l\u0131\u011f\u0131 ve \u00f6zg\u00fcll\u00fc\u011f\u00fc y\u00fcksek olan bir model, grafi\u011fin sol \u00fcst k\u00f6\u015fesine uyan 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;\">Bu \u00f6rnekteki ROC e\u011frisinin (mavi \u00e7izgi) grafi\u011fin sol \u00fcst k\u00f6\u015fesini sard\u0131\u011f\u0131n\u0131 g\u00f6rebiliriz; bu da modelin, oyuncular\u0131n ma\u00e7 ba\u015f\u0131na ortalama puanlar\u0131na dayal\u0131 olarak oyuncular\u0131n draft edilip edilmeyece\u011fini tahmin etme konusunda iyi bir i\u015f \u00e7\u0131kard\u0131\u011f\u0131n\u0131 g\u00f6sterir. . .<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>E\u011frinin alt\u0131ndaki alan:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">E\u011frinin alt\u0131ndaki alan bize modelin olumlu ve olumsuz sonu\u00e7lar\u0131 ay\u0131rt etme yetene\u011fi hakk\u0131nda 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> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-8918 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocspss6.png\" alt=\"SPSS'de ROC e\u011frisinde AUC\" width=\"189\" height=\"252\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Bu \u00f6zel lojistik regresyon modeli i\u00e7in AUC&#8217;nin son derece y\u00fcksek olan <strong>0,948<\/strong> oldu\u011funu g\u00f6rebiliriz. Bu, modelin bir oyuncunun draft edilip edilmeyece\u011fini tahmin etme konusunda iyi bir i\u015f \u00e7\u0131kard\u0131\u011f\u0131n\u0131 g\u00f6steriyor.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>E\u011frinin koordinatlar\u0131:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu son tablo, farkl\u0131 e\u015fikler i\u00e7in ROC e\u011frisinin duyarl\u0131l\u0131\u011f\u0131n\u0131 ve \u00f6zg\u00fcll\u00fc\u011f\u00fcn\u00fc 1 g\u00f6sterir.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-8919 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocspss7.png\" alt=\"SPSS'de lojistik regresyonda e\u011fri koordinatlar\u0131n\u0131 yorumlama\" width=\"283\" height=\"376\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin:<\/span><\/p>\n<p> <span style=\"color: #000000;\">E\u015fi\u011fin <strong>8,50<\/strong> olmas\u0131na izin verirsek, bu, ma\u00e7 ba\u015f\u0131na 8,50 puan\u0131n alt\u0131nda puan alan herhangi bir oyuncunun draft edilmeyece\u011fini ve ma\u00e7 ba\u015f\u0131na 8,50 puan\u0131n \u00fczerinde puan alan herhangi bir oyuncunun draft edilece\u011fi anlam\u0131na gelir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu bir e\u015fik olarak kullan\u0131rsak, <strong>hassasiyetimiz<\/strong> %100 olacakt\u0131r (ma\u00e7 ba\u015f\u0131na 8,50 say\u0131dan daha az puan alan her oyuncu ger\u00e7ekten draft edilmedi\u011finden) ve <strong>\u00f6zg\u00fcll\u00fc\u011f\u00fcm\u00fcz 1<\/strong> <strong>%66,7<\/strong> olacakt\u0131r (12 oyuncudan 8,50 puandan daha fazla puan alan 8 oyuncu oldu\u011fundan) oyun ba\u015f\u0131na draft edildi).<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yukar\u0131daki tablo, her potansiyel e\u015fik i\u00e7in duyarl\u0131l\u0131k ve \u00f6zg\u00fcll\u00fc\u011f\u00fc 1 g\u00f6rmemizi sa\u011flar.<\/span><\/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. \u00d6zg\u00fcll\u00fck: Sonu\u00e7 ger\u00e7ekten negatif oldu\u011funda modelin bir g\u00f6zlem i\u00e7in negatif [&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-808","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>SPSS&#039;de ROC E\u011frisi Nas\u0131l Olu\u015fturulur ve Yorumlan\u0131r - Statorials<\/title>\n<meta name=\"description\" content=\"SPSS&#039;de 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\/spss-kaya-egrisi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SPSS&#039;de ROC E\u011frisi Nas\u0131l Olu\u015fturulur ve Yorumlan\u0131r - 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