{"id":680,"date":"2023-07-29T02:48:26","date_gmt":"2023-07-29T02:48:26","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%ad%d8%b3%d8%a7%d8%a8-mse-%d9%81%d9%8a-%d8%b5\/"},"modified":"2023-07-29T02:48:26","modified_gmt":"2023-07-29T02:48:26","slug":"%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%ad%d8%b3%d8%a7%d8%a8-mse-%d9%81%d9%8a-%d8%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%ad%d8%b3%d8%a7%d8%a8-mse-%d9%81%d9%8a-%d8%b5\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 mse \u0641\u064a r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u0623\u062d\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u0642\u064a\u0627\u0633 \u062f\u0642\u0629 \u062a\u0646\u0628\u0624 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 <strong>MSE<\/strong> \u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0631\u0645\u0632 \u0625\u0644\u0649 <strong>\u0645\u062a\u0648\u0633\u0637 \u0645\u0631\u0628\u0639 \u0627\u0644\u062e\u0637\u0623<\/strong> . \u064a\u062a\u0645 \u062d\u0633\u0627\u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>MSE<\/strong> = (1\/n) * \u03a3(\u0641\u0639\u0644\u064a \u2013 \u062a\u0648\u0642\u0639) <sup>2<\/sup><\/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>\u03a3<\/strong> &#8211; \u0631\u0645\u0632 \u0641\u0627\u062e\u0631 \u064a\u0639\u0646\u064a &#8220;\u0627\u0644\u0645\u062c\u0645\u0648\u0639&#8221;<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0646<\/strong> &#8211; \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062d\u0642\u064a\u0642\u064a<\/strong> &#8211; \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><b>\u0627\u0644\u062a\u0646\u0628\u0624<\/b> \u2013 \u0642\u064a\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0643\u0644\u0645\u0627 \u0627\u0646\u062e\u0641\u0636\u062a \u0642\u064a\u0645\u0629 MSE\u060c \u0632\u0627\u062f\u062a \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0642\u064a\u0645.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <strong>\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MSE \u0641\u064a R<\/strong><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0630\u064a \u062a\u0648\u062c\u062f \u0628\u0647 \u0628\u064a\u0627\u0646\u0627\u062a\u0643\u060c \u0647\u0646\u0627\u0643 \u0637\u0631\u064a\u0642\u062a\u0627\u0646 \u0628\u0633\u064a\u0637\u062a\u0627\u0646 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0645\u0627 \u0644\u062d\u0633\u0627\u0628 MSE \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0641\u064a R.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0641\u064a \u0623\u062d\u062f \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0646\u0645\u0648\u0630\u062c \u0627\u0646\u062d\u062f\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0648\u062a\u0631\u064a\u062f \u0628\u0628\u0633\u0627\u0637\u0629 \u062d\u0633\u0627\u0628 MSE \u0644\u0644\u0646\u0645\u0648\u0630\u062c. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load mtcars dataset<\/span>\ndata(mtcars)\n\n<span style=\"color: #008080;\">#fit regression model<\/span>\nmodel &lt;- lm(mpg~disp+hp, data=mtcars)\n\n<span style=\"color: #008080;\">#get model summary\n<\/span>model_summ &lt;-summary(model)\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u062d\u0633\u0627\u0628 MSE \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0635\u064a\u063a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate MSE<\/span>\nmean(model_summ$residuals^2)\n\n[1] 8.85917<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0647\u0630\u0627 \u064a\u062e\u0628\u0631\u0646\u0627 \u0623\u0646 MSE \u0647\u0648 <strong>8.85917<\/strong> .<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u062d\u0633\u0627\u0628 MSE \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0641\u0639\u0644\u064a\u0629<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0622\u062e\u0631\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0628\u0628\u0633\u0627\u0637\u0629 \u0642\u0627\u0626\u0645\u0629 \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame with a column of actual values and a column of predicted values<\/span>\ndata &lt;- data.frame(pred = predict(model), actual = mtcars$mpg)\n\n<span style=\"color: #008080;\">#view first six lines of data<\/span>\nhead(data)\n\n                      pred actual\nMazda RX4 23.14809 21.0\nMazda RX4 Wag 23.14809 21.0\nDatsun 710 25.14838 22.8\nHornet 4 Drive 20.17416 21.4\nHornet Sportabout 15.46423 18.7\nValiant 21.29978 18.1\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0635\u064a\u063a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u062d\u0633\u0627\u0628 MSE:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate MSE<\/span>\nmean((data$actual - data$pred)^2)\n\n[1] 8.85917<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u062e\u0628\u0631\u0646\u0627 \u0647\u0630\u0627 \u0623\u0646 MSE \u0647\u0648 <strong>8.85917<\/strong> \u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0637\u0627\u0628\u0642 MSE \u0627\u0644\u0630\u064a \u062d\u0633\u0628\u0646\u0627\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u062d\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u0642\u064a\u0627\u0633 \u062f\u0642\u0629 \u062a\u0646\u0628\u0624 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 MSE \u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0631\u0645\u0632 \u0625\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0645\u0631\u0628\u0639 \u0627\u0644\u062e\u0637\u0623 . \u064a\u062a\u0645 \u062d\u0633\u0627\u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a: MSE = (1\/n) * \u03a3(\u0641\u0639\u0644\u064a \u2013 \u062a\u0648\u0642\u0639) 2 \u0630\u0647\u0628: \u03a3 &#8211; \u0631\u0645\u0632 \u0641\u0627\u062e\u0631 \u064a\u0639\u0646\u064a &#8220;\u0627\u0644\u0645\u062c\u0645\u0648\u0639&#8221; \u0646 &#8211; \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u062d\u0642\u064a\u0642\u064a &#8211; \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624 \u2013 \u0642\u064a\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0643\u0644\u0645\u0627 \u0627\u0646\u062e\u0641\u0636\u062a \u0642\u064a\u0645\u0629 [&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 \u062d\u0633\u0627\u0628 MSE \u0641\u064a R - Statorials<\/title>\n<meta name=\"description\" content=\"\u0634\u0631\u062d \u0645\u0628\u0633\u0637 \u0644\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MSE \u0645\u062a\u0636\u0645\u0646\u0627 \u0639\u062f\u0629 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