{"id":1173,"date":"2023-07-27T10:03:32","date_gmt":"2023-07-27T10:03:32","guid":{"rendered":"https:\/\/statorials.org\/tr\/rde-capraz-dogrulamayi-disarida-birakin\/"},"modified":"2023-07-27T10:03:32","modified_gmt":"2023-07-27T10:03:32","slug":"rde-capraz-dogrulamayi-disarida-birakin","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/rde-capraz-dogrulamayi-disarida-birakin\/","title":{"rendered":"R&#39;de birini d\u0131\u015far\u0131da b\u0131rakma \u00e7apraz do\u011frulamas\u0131 (\u00f6rneklerle)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Bir modelin veri seti \u00fczerindeki performans\u0131n\u0131 de\u011ferlendirmek i\u00e7in modelin yapt\u0131\u011f\u0131 tahminlerin g\u00f6zlemlenen verilerle ne kadar iyi e\u015fle\u015fti\u011fini \u00f6l\u00e7memiz gerekir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu yapmak i\u00e7in yayg\u0131n olarak kullan\u0131lan bir y\u00f6ntem <a href=\"https:\/\/statorials.org\/tr\/tek-bir-capraz-dogrulama-birakin\/\" target=\"_blank\" rel=\"noopener noreferrer\">, Birini D\u0131\u015far\u0131da B\u0131rakma \u00c7apraz Do\u011frulama (LOOCV)<\/a> olarak bilinir ve a\u015fa\u011f\u0131daki yakla\u015f\u0131m\u0131 kullan\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Biri<\/strong> hari\u00e7 t\u00fcm g\u00f6zlemleri e\u011fitim setinin bir par\u00e7as\u0131 olarak kullanarak, bir veri setini bir e\u011fitim seti ve bir test seti olarak b\u00f6l\u00fcn.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> Yaln\u0131zca e\u011fitim setindeki verileri kullanarak bir model olu\u015fturun.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong> Modelden hari\u00e7 tutulan g\u00f6zlemin yan\u0131t de\u011ferini tahmin etmek i\u00e7in modeli kullan\u0131n ve ortalama karesel hatay\u0131 (MSE) hesaplay\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>4.<\/strong> Bu i\u015flemi <em>n<\/em> kez tekrarlay\u0131n. Test MSE&#8217;sini t\u00fcm test MSE&#8217;lerinin ortalamas\u0131 olarak hesaplay\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\">LOOCV&#8217;yi R&#8217;de \u00e7al\u0131\u015ft\u0131rman\u0131n en kolay yolu, R&#8217;deki <strong>caret<\/strong> k\u00fct\u00fcphanesindeki <a href=\"https:\/\/www.rdocumentation.org\/packages\/caret\/versions\/6.0-86\/topics\/trainControl\" target=\"_blank\" rel=\"noopener noreferrer\">trainControl()<\/a> fonksiyonunu kullanmakt\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde, R&#8217;de belirli bir model i\u00e7in LOOCV ger\u00e7ekle\u015ftirmek \u00fczere bu i\u015flevin nas\u0131l kullan\u0131laca\u011f\u0131na dair h\u0131zl\u0131 bir \u00f6rnek sunulmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek: R&#8217;de Birini D\u0131\u015far\u0131da B\u0131rakma \u00c7apraz Do\u011frulamas\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">R&#8217;de a\u015fa\u011f\u0131daki veri k\u00fcmesine sahip oldu\u011fumuzu 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.frame(y=c(6, 8, 12, 14, 14, 15, 17, 22, 24, 23),\n                 x1=c(2, 5, 4, 3, 4, 6, 7, 5, 8, 9),\n                 x2=c(14, 12, 12, 13, 7, 8, 7, 4, 6, 5))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\ny x1 x2\n6 2 14\n8 5 12\n12 4 12\n14 3 13\n14 4 7\n15 6 8\n17 7 7\n22 5 4\n24 8 6\n23 9 5\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod <a href=\"https:\/\/statorials.org\/tr\/coklu-dogrusal-regresyon-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">, \u00e7oklu do\u011frusal regresyon modelinin<\/a> R&#8217;deki bu veri k\u00fcmesine nas\u0131l s\u0131\u011fd\u0131r\u0131laca\u011f\u0131n\u0131 ve modelin performans\u0131n\u0131 de\u011ferlendirmek i\u00e7in LOOCV&#8217;nin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fini g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (caret)<\/span>\n\n#specify the cross-validation method<\/span>\nctrl &lt;- trainControl(method = \" <span style=\"color: #008000;\">LOOCV<\/span> \")\n\n<span style=\"color: #008080;\">#fit a regression model and use LOOCV to evaluate performance\n<\/span>model &lt;- train(y ~ x1 + x2, data = df, method = \" <span style=\"color: #008000;\">lm<\/span> \", trControl = ctrl)\n\n<span style=\"color: #008080;\">#view summary of LOOCV               \n<\/span>print(model)\n\nLinear Regression \n\n10 samples\n 2 predictors\n\nNo pre-processing\nResampling: Leave-One-Out Cross-Validation \nSummary of sample sizes: 9, 9, 9, 9, 9, 9, ... \nResampling results:\n\n  RMSE Rsquared MAE     \n  3.619456 0.6186766 3.146155\n\nTuning parameter 'intercept' was held constant at a value of TRUE\n<\/strong><\/pre>\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<ul>\n<li> <span style=\"color: #000000;\">10 model olu\u015fturmak i\u00e7in 10 farkl\u0131 \u00f6rnek kullan\u0131ld\u0131. Her modelde 2 yorday\u0131c\u0131 de\u011fi\u015fken kullan\u0131lm\u0131\u015ft\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Hi\u00e7bir \u00f6n i\u015flem yap\u0131lmad\u0131. Yani modelleri yerle\u015ftirmeden \u00f6nce <a href=\"https:\/\/statorials.org\/tr\/rdeki-veriler-nasil-normallestirilir\/\" target=\"_blank\" rel=\"noopener noreferrer\">verileri hi\u00e7bir \u015fekilde \u00f6l\u00e7eklendirmedik<\/a> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">10 \u00f6rne\u011fi olu\u015fturmak i\u00e7in kulland\u0131\u011f\u0131m\u0131z yeniden \u00f6rnekleme y\u00f6ntemi, Birini D\u0131\u015far\u0131da B\u0131rakma \u00e7apraz do\u011frulamayd\u0131.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Her e\u011fitim seti i\u00e7in \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc 9&#8217;du.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RMSE:<\/strong> k\u00f6k ortalama kare hatas\u0131. Bu, model taraf\u0131ndan yap\u0131lan tahminler ile ger\u00e7ek g\u00f6zlemler aras\u0131ndaki ortalama fark\u0131 \u00f6l\u00e7er. RMSE ne kadar d\u00fc\u015f\u00fck olursa, model ger\u00e7ek g\u00f6zlemleri o kadar do\u011fru tahmin edebilir.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Rsquared:<\/strong> Bu, model taraf\u0131ndan yap\u0131lan tahminler ile ger\u00e7ek g\u00f6zlemler aras\u0131ndaki korelasyonun bir \u00f6l\u00e7\u00fcs\u00fcd\u00fcr. R-kare de\u011feri ne kadar y\u00fcksek olursa, model ger\u00e7ek g\u00f6zlemleri o kadar do\u011fru tahmin edebilir.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>MAE:<\/strong> Ortalama mutlak hata. Bu, model taraf\u0131ndan yap\u0131lan tahminler ile ger\u00e7ek g\u00f6zlemler aras\u0131ndaki ortalama mutlak farkt\u0131r. MAE ne kadar d\u00fc\u015f\u00fck olursa, model ger\u00e7ek g\u00f6zlemleri o kadar do\u011fru tahmin edebilir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Sonu\u00e7ta sa\u011flanan \u00fc\u00e7 \u00f6l\u00e7\u00fcm\u00fcn her biri (RMSE, R-kare ve MAE), bize modelin yay\u0131nlanmam\u0131\u015f veriler \u00fczerindeki performans\u0131 hakk\u0131nda fikir verir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Uygulamada, hangi modelin en d\u00fc\u015f\u00fck test hatas\u0131 oranlar\u0131n\u0131 \u00fcretti\u011fine ve dolay\u0131s\u0131yla kullan\u0131lacak en iyi model oldu\u011funa karar vermek i\u00e7in genellikle birka\u00e7 farkl\u0131 model uydururuz ve burada sunulan sonu\u00e7lar\u0131n sa\u011flad\u0131\u011f\u0131 \u00fc\u00e7 \u00f6l\u00e7\u00fcm\u00fc kar\u015f\u0131la\u015ft\u0131r\u0131r\u0131z.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bir modelin veri seti \u00fczerindeki performans\u0131n\u0131 de\u011ferlendirmek i\u00e7in modelin yapt\u0131\u011f\u0131 tahminlerin g\u00f6zlemlenen verilerle ne kadar iyi e\u015fle\u015fti\u011fini \u00f6l\u00e7memiz gerekir. Bunu yapmak i\u00e7in yayg\u0131n olarak kullan\u0131lan bir y\u00f6ntem , Birini D\u0131\u015far\u0131da B\u0131rakma \u00c7apraz Do\u011frulama (LOOCV) olarak bilinir ve a\u015fa\u011f\u0131daki yakla\u015f\u0131m\u0131 kullan\u0131r: 1. Biri hari\u00e7 t\u00fcm g\u00f6zlemleri e\u011fitim setinin bir par\u00e7as\u0131 olarak kullanarak, bir veri setini 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-1173","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&#039;de Birini D\u0131\u015far\u0131da B\u0131rakma \u00c7apraz Do\u011frulamas\u0131 (\u00d6rneklerle)<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde R&#039;de Bir-D\u0131\u015far\u0131da B\u0131rakma \u00c7apraz Do\u011frulaman\u0131n (LOOCV) nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta name=\"robots\" content=\"index, follow, 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