{"id":3786,"date":"2023-07-15T13:33:01","date_gmt":"2023-07-15T13:33:01","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d9%85%d8%aa%d8%b9%d8%af%d8%af-%d8%a7%d9%84%d8%ae%d8%b7%d9%8a%d8%a9-%d9%81%d9%8a-%d8%b5\/"},"modified":"2023-07-15T13:33:01","modified_gmt":"2023-07-15T13:33:01","slug":"%d9%85%d8%aa%d8%b9%d8%af%d8%af-%d8%a7%d9%84%d8%ae%d8%b7%d9%8a%d8%a9-%d9%81%d9%8a-%d8%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d9%85%d8%aa%d8%b9%d8%af%d8%af-%d8%a7%d9%84%d8%ae%d8%b7%d9%8a%d8%a9-%d9%81%d9%8a-%d8%b5\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062a\u0639\u062f\u062f\u064a\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0641\u064a r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u062a\u062d\u062f\u062b <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0645\u062a\u0639\u062f\u062f-\u0627\u0644\u062e\u0637\u064a\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/a> \u0639\u0646\u062f\u0645\u0627 \u064a\u0631\u062a\u0628\u0637 \u0645\u062a\u063a\u064a\u0631\u0627\u0646 \u0623\u0648 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0648\u062b\u064a\u0642\u064b\u0627 \u0628\u0628\u0639\u0636\u0647\u0645\u0627 \u0627\u0644\u0628\u0639\u0636\u060c \u0628\u062d\u064a\u062b \u0644\u0627 \u064a\u0648\u0641\u0631\u0627\u0646 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u0631\u064a\u062f\u0629 \u0623\u0648 \u0645\u0633\u062a\u0642\u0644\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062f\u0631\u062c\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0639\u0627\u0644\u064a\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639\u060c \u0641\u0642\u062f \u064a\u062a\u0633\u0628\u0628 \u0630\u0644\u0643 \u0641\u064a \u062d\u062f\u0648\u062b \u0645\u0634\u0643\u0644\u0627\u062a \u0639\u0646\u062f \u0645\u0644\u0627\u0621\u0645\u0629 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0648\u062a\u0641\u0633\u064a\u0631\u0647.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0646 \u0623\u0628\u0633\u0637 \u0637\u0631\u064a\u0642\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0647\u064a \u062d\u0633\u0627\u0628 \u0645\u0642\u064a\u0627\u0633 \u064a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0639\u0627\u0645\u0644 \u062a\u0636\u062e\u0645 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u060c \u0648\u0627\u0644\u0630\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0645 \u0627\u062e\u062a\u0635\u0627\u0631\u0647 \u0628\u0640 <strong>VIF<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0642\u064a\u0633 VIF \u0642\u0648\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u0623\u062e\u0630 \u0642\u064a\u0645\u0629 \u0628\u064a\u0646 1 \u0648\u0627\u0644\u0644\u0627\u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0646\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u062a\u0641\u0633\u064a\u0631 \u0642\u064a\u0645 VIF:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>VIF = 1:<\/strong> \u0644\u0627 \u064a\u0648\u062c\u062f \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631 \u062a\u0648\u0642\u0639 \u0645\u0639\u064a\u0646 \u0648\u0623\u064a \u0645\u062a\u063a\u064a\u0631 \u062a\u0648\u0642\u0639 \u0622\u062e\u0631 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>VIF \u0628\u064a\u0646 1 \u0648 5:<\/strong> \u0647\u0646\u0627\u0643 \u0639\u0644\u0627\u0642\u0629 \u0645\u0639\u062a\u062f\u0644\u0629 \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631 \u062a\u0648\u0642\u0639 \u0645\u0639\u064a\u0646 \u0648\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u062a\u0648\u0642\u0639 \u0623\u062e\u0631\u0649 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>VIF &gt; 5<\/strong> : \u0647\u0646\u0627\u0643 \u0639\u0644\u0627\u0642\u0629 \u0642\u0648\u064a\u0629 \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631 \u062a\u0648\u0642\u0639 \u0645\u0639\u064a\u0646 \u0648\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u062a\u0648\u0642\u0639 \u0623\u062e\u0631\u0649 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/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 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0641\u064a R \u0639\u0646 \u0637\u0631\u064a\u0642 \u062d\u0633\u0627\u0628 \u0642\u064a\u0645 VIF \u0644\u0643\u0644 \u0645\u062a\u063a\u064a\u0631 \u0645\u062a\u0646\u0628\u0626 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u062b\u0627\u0644: \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a R<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0644\u0627\u0639\u0628\u064a \u0643\u0631\u0629 \u0627\u0644\u0633\u0644\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u064a\u0646:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df = data. <span style=\"color: #3366ff;\">frame<\/span> (rating = c(90, 85, 82, 88, 94, 90, 76, 75, 87, 86),\n                points=c(25, 20, 14, 16, 27, 20, 12, 15, 14, 19),\n                assists=c(5, 7, 7, 8, 5, 7, 6, 9, 9, 5),\n                rebounds=c(11, 8, 10, 6, 6, 9, 6, 10, 10, 7))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n   rating points assists rebounds\n1 90 25 5 11\n2 85 20 7 8\n3 82 14 7 10\n4 88 16 8 6\n5 94 27 5 6\n6 90 20 7 9\n7 76 12 6 6\n8 75 15 9 10\n9 87 14 9 10\n10 86 19 5 7\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646\u0646\u0627 \u0646\u0631\u064a\u062f \u0645\u0644\u0627\u0621\u0645\u0629 <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\/\" target=\"_blank\" rel=\"noopener\">\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f<\/a> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u062a\u0633\u062c\u064a\u0644<\/strong> \u0643\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 <strong>\u0648\u0627\u0644\u0646\u0642\u0627\u0637<\/strong> <strong>\u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0627\u062a<\/strong> <strong>\u0648\u0627\u0644\u0627\u0631\u062a\u062f\u0627\u062f\u0627\u062a<\/strong> \u0643\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0645\u062a\u0648\u0642\u0639\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u062d\u0633\u0627\u0628 VIF \u0644\u0643\u0644 \u0645\u062a\u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>vive()<\/strong> \u0645\u0646 \u0627\u0644\u062d\u0632\u0645\u0629 <b>car<\/b> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (car)<\/span>\n\n#define multiple linear regression model\n<\/span>model &lt;- lm(rating ~ points + assists + rebounds, data=df)\n\n<span style=\"color: #008080;\">#calculate the VIF for each predictor variable in the model\n<\/span>lively(model)\n\n  points assists rebounds \n1.763977 1.959104 1.175030 \n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0631\u0624\u064a\u0629 \u0642\u064a\u0645 VIF \u0644\u0643\u0644 \u0645\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639:<\/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\u0646\u0642\u0627\u0637:<\/strong> 1.76<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062a\u0645\u0631\u064a\u0631\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0645\u0629:<\/strong> 1.96<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u0631\u062a\u062f\u0627\u062a:<\/strong> 1.18<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0643\u0644 \u0642\u064a\u0645\u0629 \u0645\u0646 \u0642\u064a\u0645 VIF \u0644\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u0631\u064a\u0628\u0629 \u0645\u0646 1\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0639\u062f\u062f\u064a\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0644\u064a\u0633\u062a \u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0644\u0627\u062d\u0638\u0629<\/strong> : \u0625\u0630\u0627 \u062a\u0628\u064a\u0646 \u0623\u0646 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u062a\u0645\u062b\u0644 \u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0633\u0631\u0639 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0647\u0648 \u0625\u0632\u0627\u0644\u0629 \u0648\u0627\u062d\u062f \u0623\u0648 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0634\u062f\u064a\u062f\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u062d\u0644\u0627\u064b \u0645\u0642\u0628\u0648\u0644\u0627\u064b \u0644\u0623\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0628\u0625\u0632\u0627\u0644\u062a\u0647\u0627 \u062a\u0643\u0648\u0646 \u0632\u0627\u0626\u062f\u0629 \u0639\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0639\u0644\u0649 \u0623\u064a \u062d\u0627\u0644 \u0648\u062a\u0636\u064a\u0641 \u0627\u0644\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0623\u0648 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/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\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\/\u0634\u062e\u0635-\u0645\u0627-\u0627\u0644\u0645\u0648\u0654\u0627\u0645\u0631\u0627\u062a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0645\u0624\u0627\u0645\u0631\u0629 QQ \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0654\u062b\u0631-\u0627\u0644\u0645\u062a\u0628\u0642\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0642\u0637\u0639\u0629 \u0623\u0631\u0636 \u0645\u062a\u0628\u0642\u064a\u0629 \u0641\u064a R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u062a\u062d\u062f\u062b \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0639\u0646\u062f\u0645\u0627 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