{"id":1544,"date":"2023-07-25T22:52:47","date_gmt":"2023-07-25T22:52:47","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%aa%d9%88%d9%82%d8%b9-r-glm\/"},"modified":"2023-07-25T22:52:47","modified_gmt":"2023-07-25T22:52:47","slug":"%d8%aa%d9%88%d9%82%d8%b9-r-glm","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%aa%d9%88%d9%82%d8%b9-r-glm\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0645\u0639 glm \u0641\u064a r (\u0645\u0639 \u0623\u0645\u062b\u0644\u0629)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>glm()<\/strong> \u0641\u064a R \u0644\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0645\u0629.<\/span> <span style=\"color: #000000;\">\u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u0645\u0641\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u062a\u0631\u0643\u064a\u0628 <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a-1\/\" target=\"_blank\" rel=\"noopener\">\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/a> <a href=\"https:\/\/statorials.org\/ar\/\u062a\u0631\u0627\u062c\u0639-\u0627\u0644\u0627\u0654\u0633\u0645\u0627\u0643\/\" target=\"_blank\" rel=\"noopener\">\u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0646\u062d\u062f\u0627\u0631 \u0628\u0648\u0627\u0633\u0648\u0646<\/a> \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0645\u062c\u0631\u062f \u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>\u0627\u0644\u062a\u0646\u0628\u0624 ()<\/strong> \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u062c\u062f\u064a\u062f\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062a\u0648\u0642\u0639 (\u0643\u0627\u0626\u0646\u060c \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0646\u0648\u0639 = &#8220;\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629&#8221;)<\/strong><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0630\u0647\u0628:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0643\u0627\u0626\u0646:<\/strong> \u0627\u0633\u0645 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 glm()<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>newdata:<\/strong> \u0627\u0633\u0645 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u0646\u0628\u0624\u0627\u062a \u0644\u0647<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0646\u0648\u0639:<\/strong> \u0646\u0648\u0639 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0645\u0644\u0627\u0621\u0645\u0629 \u0646\u0645\u0648\u0630\u062c \u062e\u0637\u064a \u0645\u0639\u0645\u0645 \u0641\u064a R \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0639\u062f \u0630\u0644\u0643 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u062c\u062f\u064a\u062f\u0629 \u0644\u0645 \u064a\u0633\u0628\u0642 \u0644\u0647\u0627 \u0645\u062b\u064a\u0644 \u0645\u0646 \u0642\u0628\u0644.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u062b\u0627\u0644: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0645\u0639 glm \u0641\u064a R<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0633\u0648\u0641 \u0646\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a R \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0648\u0627\u0644\u062a\u064a \u062a\u0633\u0645\u0649 <strong>mtcars<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six rows of <em>mtcars<\/em> data frame<\/span>\nhead(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<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0633\u0648\u0641 \u0646\u0637\u0628\u0642 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u062a\u0627\u0644\u064a \u0627\u0644\u0630\u064a \u0646\u0633\u062a\u062e\u062f\u0645 \u0641\u064a\u0647 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u064a\u0646 <strong>disp<\/strong> \u0648 <strong>hp<\/strong> \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 <strong>am<\/strong> (\u0646\u0648\u0639 \u0646\u0627\u0642\u0644 \u0627\u0644\u062d\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0631\u0629: 0 = \u0623\u0648\u062a\u0648\u0645\u0627\u062a\u064a\u0643\u064a\u060c 1 = \u064a\u062f\u0648\u064a).<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit logistic regression model<\/span>\nmodel &lt;- glm(am ~ disp + hp, data=mtcars, family=binomial)\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nglm(formula = am ~ disp + hp, family = binomial, data = mtcars)\n\nDeviance Residuals: \n    Min 1Q Median 3Q Max  \n-1.9665 -0.3090 -0.0017 0.3934 1.3682  \n\nCoefficients:\n            Estimate Std. Error z value Pr(&gt;|z|)  \n(Intercept) 1.40342 1.36757 1.026 0.3048  \navailable -0.09518 0.04800 -1.983 0.0474 *\nhp 0.12170 0.06777 1.796 0.0725 .\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\n(Dispersion parameter for binomial family taken to be 1)\n\n    Null deviance: 43,230 on 31 degrees of freedom\nResidual deviance: 16,713 on 29 degrees of freedom\nAIC: 22,713\n\nNumber of Fisher Scoring iterations: 8\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0623\u0646 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0633\u064a\u0643\u0648\u0646 \u0644\u0647\u0627 \u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u0623\u0648\u062a\u0648\u0645\u0627\u062a\u064a\u0643\u064a (am=0) \u0623\u0648 \u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u064a\u062f\u0648\u064a (am=1) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define new observation\n<span style=\"color: #000000;\">newdata = data. <span style=\"color: #3366ff;\">frame<\/span> (disp=200, hp=100)\n<\/span>\n#use model to predict value of am\n<span style=\"color: #000000;\">predict(model, newdata, type=\" <span style=\"color: #008000;\">response<\/span> \")\n\n         1 \n0.00422564\n<\/span><\/span><\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u062a\u0648\u0642\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0645\u0632\u0648\u062f\u0629 \u0628\u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u064a\u062f\u0648\u064a (am=1) \u0647\u0648 <strong>0.004<\/strong> . \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u062c\u062f\u064b\u0627 \u0623\u0646 \u062a\u0623\u062a\u064a \u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u0623\u0648\u062a\u0648\u0645\u0627\u062a\u064a\u0643\u064a.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0627\u062d\u0638 \u0623\u0646\u0647 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0625\u062c\u0631\u0627\u0621 \u062a\u0646\u0628\u0624\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0646\u0627 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u062f\u0629 \u0633\u064a\u0627\u0631\u0627\u062a \u062c\u062f\u064a\u062f\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0648\u0636\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u0627\u0632 \u0627\u0644\u0645\u062c\u0647\u0632 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0648\u062c\u0648\u062f \u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u064a\u062f\u0648\u064a \u0644\u062b\u0644\u0627\u062b \u0633\u064a\u0627\u0631\u0627\u062a \u062c\u062f\u064a\u062f\u0629:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define new data frame of three cars\n<span style=\"color: #000000;\">newdata = data. <span style=\"color: #3366ff;\">frame<\/span> (disp=c(200, 180, 160),\n                     hp=c(100, 90, 108))\n\n<span style=\"color: #008080;\">#view data frame<\/span>\nnewdata\n\n  hp disp\n1,200 100\n2 180 90\n3,160,108\n<\/span>\n#use model to predict value of <em>am<\/em> for all three cars\n<span style=\"color: #000000;\">predict(model, newdata, type=\" <span style=\"color: #008000;\">response<\/span> \")\n\n          1 2 3 \n0.004225640 0.008361069 0.335916069 \n<\/span><\/span><\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u064a\u062c\u0629:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u062d\u062a\u0645\u0627\u0644 \u0623\u0646 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 1 \u0644\u062f\u064a\u0647\u0627 \u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u064a\u062f\u0648\u064a \u0647\u0648 <strong>0.004<\/strong> .<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u062d\u062a\u0645\u0627\u0644 \u0623\u0646 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 2 \u0644\u062f\u064a\u0647\u0627 \u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u064a\u062f\u0648\u064a \u0647\u0648 <strong>0.008<\/strong> .<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u062d\u062a\u0645\u0627\u0644 \u0623\u0646 \u0627\u0644\u0633\u064a\u0627\u0631\u0629 \u0631\u0642\u0645 3 \u0628\u0647\u0627 \u0646\u0627\u0642\u0644 \u062d\u0631\u0643\u0629 \u064a\u062f\u0648\u064a \u0647\u0648 <strong>0.336<\/strong> .<\/span><\/li>\n<\/ul>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062a\u0639\u0644\u064a\u0642\u0627\u062a<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0637\u0627\u0628\u0642 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0641\u064a \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0639 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0641\u064a \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0627\u062d\u0638 \u0623\u0646\u0647 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627 \u0627\u0644\u0633\u0627\u0628\u0642\u060c \u0643\u0627\u0646 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627\u0647 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639 \u0644\u062f\u064a\u0646\u0627:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0639\u0631\u0636<\/strong><\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>HP<\/strong><\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0630\u0644\u0643 \u0639\u0646\u062f\u0645\u0627 \u0623\u0646\u0634\u0623\u0646\u0627 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f \u0627\u0644\u0645\u0633\u0645\u0649 <strong>newdata\u060c<\/strong> \u062d\u0631\u0635\u0646\u0627 \u0639\u0644\u0649 \u062a\u0633\u0645\u064a\u0629 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0623\u064a\u0636\u064b\u0627:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0639\u0631\u0636<\/strong><\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>HP<\/strong><\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u063a\u064a\u0631 \u0645\u062a\u0637\u0627\u0628\u0642\u0629\u060c \u0641\u0633\u0648\u0641 \u062a\u062a\u0644\u0642\u0649 \u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 (predvars\u060c data\u060c env)<\/strong><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0636\u0639 \u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 <strong>\u0627\u0644\u062a\u0646\u0628\u0624 ()<\/strong> .<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0634\u0631\u062d \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a R:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u062e\u0637\u064a-\u0627\u0644\u0628\u0633\u064a\u0637-\u0641\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0628\u0633\u064a\u0637 \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u062e\u0637\u064a-\u0627\u0644\u0645\u062a\u0639\u062f\u062f-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0645\u062a\u0639\u062f\u062f-\u0627\u0644\u062d\u062f\u0648\u062f-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062d\u062f\u0648\u062f \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0641\u0627\u0635\u0644-\u0627\u0644\u0632\u0645\u0646\u064a-\u0644\u0644\u062a\u0646\u0628\u0648\u0654-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0641\u062a\u0631\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0641\u064a R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 glm() \u0641\u064a R \u0644\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0645\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u0645\u0641\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u062a\u0631\u0643\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0646\u062d\u062f\u0627\u0631 \u0628\u0648\u0627\u0633\u0648\u0646 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u0623\u062e\u0631\u0649. \u0628\u0645\u062c\u0631\u062f \u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 () \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u062c\u062f\u064a\u062f\u0629. \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a: \u062a\u0648\u0642\u0639 (\u0643\u0627\u0626\u0646\u060c \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0646\u0648\u0639 = &#8220;\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629&#8221;) \u0630\u0647\u0628: \u0627\u0644\u0643\u0627\u0626\u0646: [&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":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0645\u0639 glm \u0641\u064a R (\u0645\u0639 \u0623\u0645\u062b\u0644\u0629)<\/title>\n<meta name=\"description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0645\u0639 glm \u0641\u064a R\u060c \u0645\u0639 \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629.\" \/>\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\/ar\/\u062a\u0648\u0642\u0639-r-glm\/\" \/>\n<meta property=\"og:locale\" content=\"az_AZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0645\u0639 glm \u0641\u064a R (\u0645\u0639 \u0623\u0645\u062b\u0644\u0629)\" \/>\n<meta property=\"og:description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0645\u0639 glm \u0641\u064a R\u060c \u0645\u0639 \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ar\/\u062a\u0648\u0642\u0639-r-glm\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-25T22:52:47+00:00\" \/>\n<meta name=\"author\" content=\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\" 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