{"id":4492,"date":"2023-07-10T16:38:24","date_gmt":"2023-07-10T16:38:24","guid":{"rendered":"https:\/\/statorials.org\/tr\/rdeki-regaltkumeleri\/"},"modified":"2023-07-10T16:38:24","modified_gmt":"2023-07-10T16:38:24","slug":"rdeki-regaltkumeleri","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/rdeki-regaltkumeleri\/","title":{"rendered":"Model se\u00e7imi i\u00e7in r&#39;de regsubsets () nas\u0131l kullan\u0131l\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">En iyi regresyon modelini \u00fcreten \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkenlerin alt k\u00fcmesini bulmak i\u00e7in R&#8217;deki <strong>s\u0131\u00e7rama<\/strong> paketindeki <strong>regsubsets()<\/strong> i\u015flevini kullanabilirsiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnekte bu fonksiyonun pratikte nas\u0131l kullan\u0131laca\u011f\u0131 g\u00f6sterilmektedir.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek: R&#8217;de model se\u00e7imi i\u00e7in regsubsets() i\u015flevinin kullan\u0131lmas\u0131<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Bu \u00f6rnek i\u00e7in, 32 farkl\u0131 araba i\u00e7in 11 farkl\u0131 \u00f6znitelik \u00fczerinde \u00f6l\u00e7\u00fcmler i\u00e7eren, R&#8217;de yerle\u015fik olarak bulunan <a href=\"https:\/\/statorials.org\/tr\/mtcars-r-veri-kumesi\/\" target=\"_blank\" rel=\"noopener\">mtcars<\/a> veri k\u00fcmesini kullanaca\u011f\u0131z.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #008080;\"><strong>#view first six rows of mtcars dataset<\/strong><\/span>\n<strong>head(mtcars)\n\n                   mpg cyl disp hp drat wt qsec vs am gear carb\nMazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\nMazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\nDatsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\nHornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\nHornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\nValiant 18.1 6 225 105 2.76 3,460 20.22 1 0 3 1\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Yan\u0131t de\u011fi\u015fkeni olarak <strong>hp&#8217;yi<\/strong> ve a\u015fa\u011f\u0131daki potansiyel tahmin de\u011fi\u015fkenlerini kullanarak bir regresyon modeli uydurmak istedi\u011fimizi varsayal\u0131m:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>mpg<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>a\u011f\u0131rl\u0131k<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>bok<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>qsec<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">En iyi regresyon modelini bulmak amac\u0131yla kapsaml\u0131 bir arama ger\u00e7ekle\u015ftirmek i\u00e7in <strong>s\u0131\u00e7rama<\/strong> paketindeki <strong>regsubsets()<\/strong> i\u015flevini kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (leaps)\n\n<span style=\"color: #008080;\">#find best regression model\n<\/span>bestSubsets &lt;- regsubsets(hp ~ mpg + wt + drat + qsec, data=mtcars)\n\n<span style=\"color: #008080;\">#view results\n<\/span>summary(bestSubsets)\n\nSubset selection object\nCall: regsubsets.formula(hp ~ mpg + wt + drat + qsec, data = mtcars)\n4 Variables (and intercept)\n     Forced in Forced out\nmpg FALSE FALSE\nwt FALSE FALSE\ndrat FALSE FALSE\nqsec FALSE FALSE\n1 subsets of each size up to 4\nSelection Algorithm: exhaustive\n         mpg wt drat qsec\n1 ( 1 ) \"*\" \" \" \" \" \" \" \n2 (1) \" \" \"*\" \" \" \"*\" \n3 ( 1 ) \u201c*\u201d \u201c*\u201d \u201c \u201c \u201c*\u201d \n4 ( 1 ) \u201c*\u201d \u201c*\u201d \u201c*\u201d \u201c*\u201d<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Sonucun alt\u0131ndaki y\u0131ld\u0131zlar ( <strong>*<\/strong> ), farkl\u0131 say\u0131da yorday\u0131c\u0131 de\u011fi\u015fkene sahip olas\u0131 her model i\u00e7in hangi yorday\u0131c\u0131 de\u011fi\u015fkenin en iyi regresyon modeline ait oldu\u011funu g\u00f6sterir.<\/span><\/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;\">Tek yorday\u0131c\u0131 de\u011fi\u015fkene sahip bir model i\u00e7in en iyi regresyon modeli, yorday\u0131c\u0131 de\u011fi\u015fken olarak <strong>mpg<\/strong> kullan\u0131larak \u00fcretilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0130ki yorday\u0131c\u0131 de\u011fi\u015fkeni olan bir model i\u00e7in en iyi regresyon modeli, yorday\u0131c\u0131 de\u011fi\u015fkenler olarak <b>wt<\/b> ve <strong>qsec<\/strong> kullan\u0131larak \u00fcretilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00dc\u00e7 yorday\u0131c\u0131 de\u011fi\u015fkeni olan bir model i\u00e7in en iyi regresyon modeli, yorday\u0131c\u0131 de\u011fi\u015fkenler olarak <strong>mpg<\/strong> , <b>wt<\/b> ve <strong>qsec<\/strong> kullan\u0131larak \u00fcretilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">D\u00f6rt yorday\u0131c\u0131 de\u011fi\u015fkene sahip bir model i\u00e7in en iyi regresyon modeli, yorday\u0131c\u0131 de\u011fi\u015fkenler olarak <strong>mpg<\/strong> , <b>wt<\/b> , <strong>drat<\/strong> ve <strong>qsec<\/strong> kullan\u0131larak \u00fcretilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Her model i\u00e7in a\u015fa\u011f\u0131daki metrikleri de \u00e7\u0131karabilece\u011finizi unutmay\u0131n:<\/span><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>rsq<\/strong> : her model i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/\" target=\"_blank\" rel=\"noopener\">r kare de\u011feri<\/a><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RSS<\/strong> : Her model i\u00e7in kalan kareler toplam\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>adjr2<\/strong> : Her model i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/duzeltilmis-r-kare-yorumu\/\" target=\"_blank\" rel=\"noopener\">d\u00fczeltilmi\u015f r-kare de\u011feri<\/a><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>cp<\/strong> : Her model i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/mor-cp\/\" target=\"_blank\" rel=\"noopener\">Ebeg\u00fcmeci Cp&#8217;si<\/a><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>bic<\/strong> : Her model i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/bicden-r'ye\/\" target=\"_blank\" rel=\"noopener\">BIC de\u011feri<\/a><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, en iyi d\u00f6rt modelin her biri i\u00e7in uygun R-kare de\u011ferini \u00e7\u0131karmak i\u00e7in a\u015fa\u011f\u0131daki s\u00f6zdizimini kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#view adjusted R-squared value of each model<\/span>\nsummary(bestSubsets)$adjr2\n\n[1] 0.5891853 0.7828169 0.7858829 0.7787005\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Sonu\u00e7tan \u015funu g\u00f6rebiliriz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Tahmin de\u011fi\u015fkeni olarak <strong>mpg&#8217;nin<\/strong> kullan\u0131ld\u0131\u011f\u0131 model i\u00e7in d\u00fczeltilmi\u015f R-kare de\u011feri <strong>0,589&#8217;dur<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahmin de\u011fi\u015fkenleri olarak <strong>wt<\/strong> ve <strong>qsec&#8217;in<\/strong> kullan\u0131ld\u0131\u011f\u0131 model i\u00e7in d\u00fczeltilmi\u015f R-kare de\u011feri <strong>0,783&#8217;t\u00fcr<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahmin de\u011fi\u015fkenleri olarak <strong>mp<\/strong> <strong>g<\/strong> , <strong>wt<\/strong> ve <strong>qsec&#8217;in<\/strong> kullan\u0131ld\u0131\u011f\u0131 model i\u00e7in d\u00fczeltilmi\u015f R-kare de\u011feri <strong>0,786&#8217;d\u0131r<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahmin edici de\u011fi\u015fkenler olarak <strong>mpg<\/strong> , <strong>wt<\/strong> , <strong>drat<\/strong> ve <strong>qsec&#8217;in<\/strong> kullan\u0131ld\u0131\u011f\u0131 model i\u00e7in d\u00fczeltilmi\u015f R-kare de\u011feri <strong>0,779&#8217;dur<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu de\u011ferler bize, yorday\u0131c\u0131 de\u011fi\u015fkenler k\u00fcmesinin, modeldeki yorday\u0131c\u0131 de\u011fi\u015fkenlerin say\u0131s\u0131na g\u00f6re ayarlanan yan\u0131t de\u011fi\u015fkeninin de\u011ferini ne kadar iyi tahmin etti\u011fine dair bir fikir verir.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimlerde R&#8217;de di\u011fer ortak g\u00f6revlerin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/coklu-dogrusal-regresyon-r\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de \u00e7oklu do\u011frusal regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/rde-parcali-regresyon\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de par\u00e7al\u0131 regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/rde-spline-regresyonu\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de spline regresyonu nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>En iyi regresyon modelini \u00fcreten \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkenlerin alt k\u00fcmesini bulmak i\u00e7in R&#8217;deki s\u0131\u00e7rama paketindeki regsubsets() i\u015flevini kullanabilirsiniz. A\u015fa\u011f\u0131daki \u00f6rnekte bu fonksiyonun pratikte nas\u0131l kullan\u0131laca\u011f\u0131 g\u00f6sterilmektedir. \u00d6rnek: R&#8217;de model se\u00e7imi i\u00e7in regsubsets() i\u015flevinin kullan\u0131lmas\u0131 Bu \u00f6rnek i\u00e7in, 32 farkl\u0131 araba i\u00e7in 11 farkl\u0131 \u00f6znitelik \u00fczerinde \u00f6l\u00e7\u00fcmler i\u00e7eren, R&#8217;de yerle\u015fik olarak bulunan mtcars veri k\u00fcmesini kullanaca\u011f\u0131z. #view [&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-4492","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>Model se\u00e7imi i\u00e7in R&#039;de regsubsets() nas\u0131l kullan\u0131l\u0131r - 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