{"id":2978,"date":"2023-07-19T19:33:03","date_gmt":"2023-07-19T19:33:03","guid":{"rendered":"https:\/\/statorials.org\/tr\/yanlis-siniflandirma-orani\/"},"modified":"2023-07-19T19:33:03","modified_gmt":"2023-07-19T19:33:03","slug":"yanlis-siniflandirma-orani","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/yanlis-siniflandirma-orani\/","title":{"rendered":"Makine \u00f6\u011freniminde s\u0131n\u0131fland\u0131rma hatas\u0131 oran\u0131: tan\u0131m ve \u00f6rnek"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Makine \u00f6\u011freniminde <strong>yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131<\/strong> , bize bir <a href=\"https:\/\/statorials.org\/tr\/regresyon-ve-siniflandirma\/\" target=\"_blank\" rel=\"noopener\">s\u0131n\u0131fland\u0131rma modeli<\/a> taraf\u0131ndan yanl\u0131\u015f tahmin edilen g\u00f6zlemlerin y\u00fczdesini s\u00f6yleyen bir \u00f6l\u00e7\u00fcmd\u00fcr.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u015fekilde hesaplan\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131 = # yanl\u0131\u015f tahmin \/ # toplam tahmin<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131n\u0131n de\u011feri 0 ile 1 aras\u0131nda de\u011fi\u015febilir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>0<\/strong> , yanl\u0131\u015f tahminleri olmayan bir modeli temsil eder.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>1,<\/strong> tahminleri tamamen yanl\u0131\u015f olan bir modeli temsil etmektedir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131n\u0131n de\u011feri ne kadar d\u00fc\u015f\u00fck olursa, bir s\u0131n\u0131fland\u0131rma modeli <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener\">yan\u0131t de\u011fi\u015fkeninin<\/a> sonu\u00e7lar\u0131n\u0131 o kadar iyi tahmin edebilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnek, pratikte bir <a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-1\/\" target=\"_blank\" rel=\"noopener\">lojistik regresyon modeli<\/a> i\u00e7in s\u0131n\u0131fland\u0131rma hata oran\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131n\u0131 g\u00f6stermektedir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek: Lojistik regresyon modeli i\u00e7in s\u0131n\u0131fland\u0131rma hata oran\u0131n\u0131n hesaplanmas\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">400 farkl\u0131 kolej basketbol oyuncusunun NBA&#8217;e al\u0131n\u0131p al\u0131nmayaca\u011f\u0131n\u0131 tahmin etmek i\u00e7in lojistik regresyon modeli kulland\u0131\u011f\u0131m\u0131z\u0131 varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kar\u0131\u015f\u0131kl\u0131k matrisi, modelin yapt\u0131\u011f\u0131 tahminleri \u00f6zetlemektedir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-20021\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/\u1405-\u1405-\u1405.png\" alt=\"lojistik regresyon modelinin yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131n\u0131 hesaplamak\" width=\"449\" height=\"148\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Model i\u00e7in s\u0131n\u0131fland\u0131rma hata oran\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131 a\u015fa\u011f\u0131da a\u00e7\u0131klanm\u0131\u015ft\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131 = # yanl\u0131\u015f tahmin \/ # toplam tahmin<\/span><\/li>\n<li> <span style=\"color: #000000;\">S\u0131n\u0131fland\u0131rma hata oran\u0131 = (yanl\u0131\u015f pozitifler + yanl\u0131\u015f negatifler) \/ (toplam tahminler)<\/span><\/li>\n<li> <span style=\"color: #000000;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131 = (70 + 40) \/ (400)<\/span><\/li>\n<li> <span style=\"color: #000000;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131 = 0,275<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu model i\u00e7in s\u0131n\u0131fland\u0131rma hatas\u0131 oran\u0131 0,275 veya <strong>%27,5&#8217;tir<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu, modelin oyuncular\u0131n <strong>%27,5&#8217;inin<\/strong> sonucunu yanl\u0131\u015f tahmin etti\u011fi anlam\u0131na gelir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">S\u0131n\u0131fland\u0131rma hata oran\u0131n\u0131n tersi, a\u015fa\u011f\u0131daki \u015fekilde hesaplanan do\u011fruluk olacakt\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Do\u011fruluk = 1 \u2013 S\u0131n\u0131fland\u0131rma hata oran\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\">Do\u011fruluk = 1 \u2013 0,275<\/span><\/li>\n<li> <span style=\"color: #000000;\">Do\u011fruluk = 0,725<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu, modelin oyuncular\u0131n <strong>%72,5&#8217;inin<\/strong> sonucunu do\u011fru \u015fekilde tahmin etti\u011fi anlam\u0131na gelir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong><span style=\"color: #000000;\">Yanl\u0131\u015f S\u0131n\u0131fland\u0131rma Oran\u0131n\u0131n Avantajlar\u0131 ve Dezavantajlar\u0131<\/span><\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131 a\u015fa\u011f\u0131daki <strong>faydalar\u0131<\/strong> sa\u011flar:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Yorumlamas\u0131 kolayd\u0131r<\/strong> . %10&#8217;luk bir s\u0131n\u0131fland\u0131rma hatas\u0131 oran\u0131, bir modelin toplam g\u00f6zlemlerin %10&#8217;u i\u00e7in hatal\u0131 tahmin yapt\u0131\u011f\u0131 anlam\u0131na gelir.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Hesaplamas\u0131 kolayd\u0131r<\/strong> . Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131, hatal\u0131 tahminlerin toplam say\u0131s\u0131n\u0131n toplam tahmin say\u0131s\u0131na b\u00f6l\u00fcnmesiyle hesaplan\u0131r.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Ancak s\u0131n\u0131fland\u0131rma hata oran\u0131n\u0131n a\u015fa\u011f\u0131daki <strong>dezavantajlar\u0131<\/strong> vard\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Bu, verilerin nas\u0131l da\u011f\u0131t\u0131ld\u0131\u011f\u0131n\u0131 dikkate almaz<\/strong> . \u00d6rne\u011fin, oyuncular\u0131n %90&#8217;\u0131n\u0131n NBA&#8217;e se\u00e7ilmedi\u011fini varsayal\u0131m. Basit\u00e7e her oyuncunun draft edilmeyece\u011fini \u00f6ng\u00f6ren bir modelimiz olsayd\u0131, modelin s\u0131n\u0131fland\u0131rma hata oran\u0131 yaln\u0131zca %10 olurdu. Bu d\u00fc\u015f\u00fck g\u00f6r\u00fcn\u00fcyor ancak model asl\u0131nda draft edilecek oyuncuyu do\u011fru bir \u015fekilde tahmin edemiyor.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Uygulamada genellikle bir modelin s\u0131n\u0131fland\u0131rma hata oran\u0131n\u0131 a\u015fa\u011f\u0131daki gibi di\u011fer \u00f6l\u00e7\u00fcmlerle hesaplar\u0131z:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Hassasiyet<\/strong> : &#8220;Ger\u00e7ek pozitif oran&#8221; \u2013 modelin tespit edebildi\u011fi pozitif sonu\u00e7lar\u0131n y\u00fczdesi.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u00d6zg\u00fcll\u00fck<\/strong> : &#8220;Ger\u00e7ek negatif oran&#8221; \u2013 modelin tespit edebildi\u011fi negatif sonu\u00e7lar\u0131n y\u00fczdesi.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>F1 Puan\u0131<\/strong> : Verilerin nas\u0131l da\u011f\u0131t\u0131ld\u0131\u011f\u0131na g\u00f6re bize bir modelin ne kadar do\u011fru oldu\u011funu s\u00f6yleyen bir <a href=\"https:\/\/statorials.org\/tr\" target=\"_blank\" rel=\"noopener\">\u00f6l\u00e7\u00fcm<\/a> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu metriklerin her birinin de\u011ferini hesaplayarak modelin ne kadar iyi tahminler yapabildi\u011fini tam olarak anlayabiliriz.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimler yayg\u0131n makine \u00f6\u011frenimi kavramlar\u0131 hakk\u0131nda ek bilgi sa\u011flar:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-1\/\" target=\"_blank\" rel=\"noopener\">Lojistik Regresyona Giri\u015f<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/dengeli-hassasiyet\/\" target=\"_blank\" rel=\"noopener\">Dengeli do\u011fruluk nedir?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/f1-puani-vs-kesinlik\/\" target=\"_blank\" rel=\"noopener\">F1 Puan\u0131 ve Do\u011fruluk: Hangisini Kullanmal\u0131s\u0131n\u0131z?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Makine \u00f6\u011freniminde yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131 , bize bir s\u0131n\u0131fland\u0131rma modeli taraf\u0131ndan yanl\u0131\u015f tahmin edilen g\u00f6zlemlerin y\u00fczdesini s\u00f6yleyen bir \u00f6l\u00e7\u00fcmd\u00fcr. A\u015fa\u011f\u0131daki \u015fekilde hesaplan\u0131r: Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131 = # yanl\u0131\u015f tahmin \/ # toplam tahmin Yanl\u0131\u015f s\u0131n\u0131fland\u0131rma oran\u0131n\u0131n de\u011feri 0 ile 1 aras\u0131nda de\u011fi\u015febilir: 0 , yanl\u0131\u015f tahminleri olmayan bir modeli temsil eder. 1, tahminleri tamamen yanl\u0131\u015f [&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-2978","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>Makine \u00f6\u011freniminde s\u0131n\u0131fland\u0131rma hatas\u0131 oran\u0131: tan\u0131m ve \u00f6rnek - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, makine \u00f6\u011frenimindeki s\u0131n\u0131fland\u0131rma hatas\u0131 oran\u0131n\u0131n bir \u00f6rnekle a\u00e7\u0131klanmas\u0131 sa\u011flanmaktad\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\/yanlis-siniflandirma-orani\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Makine \u00f6\u011freniminde s\u0131n\u0131fland\u0131rma hatas\u0131 oran\u0131: tan\u0131m ve \u00f6rnek - 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