{"id":1977,"date":"2023-07-24T05:44:05","date_gmt":"2023-07-24T05:44:05","guid":{"rendered":"https:\/\/statorials.org\/tr\/rde-lm-islevi\/"},"modified":"2023-07-24T05:44:05","modified_gmt":"2023-07-24T05:44:05","slug":"rde-lm-islevi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/rde-lm-islevi\/","title":{"rendered":"Do\u011frusal modelleri s\u0131\u011fd\u0131rmak i\u00e7in r&#39;de lm() i\u015flevi nas\u0131l kullan\u0131l\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">R&#8217;deki <strong>lm()<\/strong> i\u015flevi do\u011frusal regresyon modellerine uymak i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu i\u015flev a\u015fa\u011f\u0131daki temel s\u00f6zdizimini kullan\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>lm(form\u00fcl, veri, \u2026)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>form\u00fcl:<\/strong> Do\u011frusal model form\u00fcl\u00fc (\u00f6rne\u011fin y ~ x1 + x2)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>data:<\/strong> Verileri i\u00e7eren veri blo\u011funun ad\u0131<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnek, a\u015fa\u011f\u0131dakileri yapmak i\u00e7in bu i\u015flevin R&#8217;de nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Bir regresyon modelini s\u0131\u011fd\u0131r<\/span><\/li>\n<li> <span style=\"color: #000000;\">Regresyon modeli uyum \u00f6zetini g\u00f6r\u00fcnt\u00fcleyin<\/span><\/li>\n<li> <span style=\"color: #000000;\">Model tan\u0131lama grafiklerini g\u00f6r\u00fcnt\u00fcleyin<\/span><\/li>\n<li> <span style=\"color: #000000;\">Uygun regresyon modelini \u00e7izin<\/span><\/li>\n<li> <span style=\"color: #000000;\">Regresyon modelini kullanarak tahminlerde bulunun<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Regresyon modelini s\u0131\u011fd\u0131r<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, R&#8217;de do\u011frusal bir regresyon modeline uyum sa\u011flamak i\u00e7in <strong>lm()<\/strong> i\u015flevinin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define data<\/span>\ndf = data. <span style=\"color: #3366ff;\">frame<\/span> (x=c(1, 3, 3, 4, 5, 5, 6, 8, 9, 12),\n                y=c(12, 14, 14, 13, 17, 19, 22, 26, 24, 22))\n\n<span style=\"color: #008080;\">#fit linear regression model using 'x' as predictor and 'y' as response variable<\/span>\nmodel &lt;- lm(y ~ x, data=df)\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Regresyon modeli \u00f6zetini g\u00f6ster<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Daha sonra regresyon modeli uyumunun \u00f6zetini g\u00f6r\u00fcnt\u00fclemek i\u00e7in <strong>Summary()<\/strong> fonksiyonunu kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view summary of regression model<\/span>\nsummary(model)\n\nCall:\nlm(formula = y ~ x, data = df)\n\nResiduals:\n    Min 1Q Median 3Q Max \n-4.4793 -0.9772 -0.4772 1.4388 4.6328 \n\nCoefficients:\n            Estimate Std. Error t value Pr(&gt;|t|)    \n(Intercept) 11.1432 1.9104 5.833 0.00039 ***\nx 1.2780 0.2984 4.284 0.00267 ** \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 2.929 on 8 degrees of freedom\nMultiple R-squared: 0.6964, Adjusted R-squared: 0.6584 \nF-statistic: 18.35 on 1 and 8 DF, p-value: 0.002675\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Modeldeki en \u00f6nemli de\u011ferleri \u015fu \u015fekilde yorumlayabilirsiniz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>F istatisti\u011fi<\/strong> = 18,35, kar\u015f\u0131l\u0131k gelen <strong>p de\u011feri<\/strong> = 0,002675. Bu p de\u011feri 0,05&#8217;ten k\u00fc\u00e7\u00fck oldu\u011fundan model bir b\u00fct\u00fcn olarak istatistiksel olarak anlaml\u0131d\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u00c7oklu R kare<\/strong> = 0,6964. Bu bize yan\u0131t de\u011fi\u015fkeni y&#8217;deki varyasyonun %69,64&#8217;\u00fcn\u00fcn yorday\u0131c\u0131 de\u011fi\u015fken x taraf\u0131ndan a\u00e7\u0131klanabilece\u011fini s\u00f6yl\u00fcyor.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Tahmini x katsay\u0131s\u0131<\/strong> : 1,2780. Bu bize x&#8217;teki her ilave birim art\u0131\u015f\u0131n, y&#8217;deki ortalama 1,2780&#8217;lik bir art\u0131\u015fla ili\u015fkili oldu\u011funu s\u00f6yler.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Daha sonra tahmin edilen regresyon denklemini yazmak i\u00e7in \u00e7\u0131kt\u0131daki katsay\u0131 tahminlerini kullanabiliriz:<\/span><\/p>\n<p> <span style=\"color: #000000;\">y = 11,1432 + 1,2780*(x)<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Bonus<\/strong> : <a href=\"https:\/\/statorials.org\/tr\/rdeki-regresyon-ciktisini-yorumla\/\" target=\"_blank\" rel=\"noopener\">Burada<\/a> R&#8217;deki regresyon \u00e7\u0131kt\u0131s\u0131n\u0131n her de\u011ferini yorumlamaya y\u00f6nelik eksiksiz bir k\u0131lavuz bulabilirsiniz.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Model tan\u0131lama grafiklerini g\u00f6r\u00fcnt\u00fcleyin<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Daha sonra regresyon modelinin tan\u0131sal grafiklerini \u00e7izmek i\u00e7inplot <strong>()<\/strong> fonksiyonunu kullanabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create diagnostic plots\n<span style=\"color: #000000;\">plot(model)<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-18677 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lm2.png\" alt=\"\" width=\"653\" height=\"649\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Bu grafikler, modelin veriler i\u00e7in kullan\u0131lmaya uygun olup olmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in regresyon modelinin <a href=\"https:\/\/statorials.org\/tr\/kalinti\/\" target=\"_blank\" rel=\"noopener\">art\u0131klar\u0131n\u0131<\/a> analiz etmemize olanak tan\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">R&#8217;de bir modelin tan\u0131lama grafiklerinin nas\u0131l yorumlanaca\u011f\u0131na ili\u015fkin eksiksiz bir a\u00e7\u0131klama i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/rdeki-teshis-diyagramlari\/\" target=\"_blank\" rel=\"noopener\">bu e\u011fitime<\/a> bak\u0131n.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Uygun regresyon modelini \u00e7izin<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Uygun regresyon modelini \u00e7izmek i\u00e7in <strong>abline()<\/strong> fonksiyonunu kullanabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create scatterplot of raw data<\/span>\nplot(df$x, df$y, col=' <span style=\"color: #ff0000;\">red<\/span> ', main=' <span style=\"color: #ff0000;\">Summary of Regression Model<\/span> ', xlab=' <span style=\"color: #ff0000;\">x<\/span> ', ylab=' <span style=\"color: #ff0000;\">y<\/span> ')\n\n<span style=\"color: #008080;\">#add fitted regression line\n<span style=\"color: #000000;\">abline(model)\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-18678\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lm3.png\" alt=\"R'de lm() grafi\u011fini \u00e7izin\" width=\"448\" height=\"442\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <strong>Tahminlerde bulunmak i\u00e7in regresyon modelini kullan\u0131n<\/strong><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Yeni bir g\u00f6zlemin yan\u0131t de\u011ferini tahmin etmek i\u00e7in <strong>tahmin()<\/strong> i\u015flevini kullanabiliriz:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#define new observation\n<\/span>new &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (x=c(5))\n\n<span style=\"color: #008080;\">#use the fitted model to predict the value for the new observation\n<\/span>predict(model, newdata = new)\n\n      1 \n17.5332<\/span>\n<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Model, bu yeni g\u00f6zlemin <strong>17,5332<\/strong> yan\u0131t de\u011ferine sahip olaca\u011f\u0131n\u0131 \u00f6ng\u00f6r\u00fcyor.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/tr\/rde-basit-dogrusal-regresyon\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de basit do\u011frusal regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <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\/adim-adim-regresyon-r\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de ad\u0131m ad\u0131m regresyon nas\u0131l ger\u00e7ekle\u015ftirilir?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>R&#8217;deki lm() i\u015flevi do\u011frusal regresyon modellerine uymak i\u00e7in kullan\u0131l\u0131r. Bu i\u015flev a\u015fa\u011f\u0131daki temel s\u00f6zdizimini kullan\u0131r: lm(form\u00fcl, veri, \u2026) Alt\u0131n: form\u00fcl: Do\u011frusal model form\u00fcl\u00fc (\u00f6rne\u011fin y ~ x1 + x2) data: Verileri i\u00e7eren veri blo\u011funun ad\u0131 A\u015fa\u011f\u0131daki \u00f6rnek, a\u015fa\u011f\u0131dakileri yapmak i\u00e7in bu i\u015flevin R&#8217;de nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir: Bir regresyon modelini s\u0131\u011fd\u0131r Regresyon modeli uyum \u00f6zetini g\u00f6r\u00fcnt\u00fcleyin [&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-1977","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\/ 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