{"id":3060,"date":"2023-07-19T09:55:30","date_gmt":"2023-07-19T09:55:30","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d9%84%d8%a7%d8%b9%d8%a8-%d9%85%d9%87%d8%a7%d8%ac%d9%85\/"},"modified":"2023-07-19T09:55:30","modified_gmt":"2023-07-19T09:55:30","slug":"%d9%84%d8%a7%d8%b9%d8%a8-%d9%85%d9%87%d8%a7%d8%ac%d9%85","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d9%84%d8%a7%d8%b9%d8%a8-%d9%85%d9%87%d8%a7%d8%ac%d9%85\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 smote \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0641\u064a r (\u0645\u0639 \u0645\u062b\u0627\u0644)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646\u060c \u0639\u0646\u062f \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0645\u0642\u0627\u0628\u0644-\u0627\u0644\u062a\u0635\u0646\u064a\u0641\/\" target=\"_blank\" rel=\"noopener\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0635\u0646\u064a\u0641<\/a> \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0633\u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0648\u0627\u0632\u0646\u0629.<\/span><\/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:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0644\u0627\u0639\u0628\u0648\u0646 \u0627\u0644\u062c\u0627\u0645\u0639\u064a\u0648\u0646 \u0642\u062f \u062a\u0645 \u062a\u062c\u0646\u064a\u062f\u0647\u0645 \u0641\u064a \u0627\u0644\u062f\u0648\u0631\u064a \u0627\u0644\u0627\u0645\u064a\u0631\u0643\u064a \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0623\u0645 \u0644\u0627\u060c \u0639\u0644\u0649 98% \u0645\u0646 \u0627\u0644\u0644\u0627\u0639\u0628\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0627\u063a\u064a\u0646 \u06482% \u0642\u064a\u062f \u0627\u0644\u0635\u064a\u0627\u063a\u0629.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u0631\u0636\u0649 \u0645\u0635\u0627\u0628\u0648\u0646 \u0628\u0627\u0644\u0633\u0631\u0637\u0627\u0646 \u0623\u0645 \u0644\u0627\u060c \u0639\u0644\u0649 99% \u0645\u0646 \u0627\u0644\u0645\u0631\u0636\u0649 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0627\u0628\u064a\u0646 \u0628\u0627\u0644\u0633\u0631\u0637\u0627\u0646 \u06481% \u0641\u0642\u0637 \u0645\u0635\u0627\u0628\u064a\u0646 \u0628\u0627\u0644\u0633\u0631\u0637\u0627\u0646.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0627\u0644\u0645\u0635\u0631\u0641\u064a \u0639\u0644\u0649 96% \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u0629 \u06484% \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0628\u0633\u0628\u0628 \u0647\u0630\u0647 \u0627\u0644\u0641\u0626\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629\u060c \u0642\u062f \u0644\u0627 \u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a \u0627\u0644\u0630\u064a \u062a\u0628\u0646\u064a\u0647 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0645\u0639 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0627\u0644\u0623\u0633\u0648\u0623 \u0645\u0646 \u0630\u0644\u0643 \u0623\u0646 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0647\u064a \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u062a\u064a \u0646\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u062d\u062f\u0649 \u0627\u0644\u0637\u0631\u0642 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0647\u0630\u0647 \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0644\u0644\u0623\u0642\u0644\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629<\/strong> \u060c \u0648\u0627\u0644\u062a\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0645 \u0627\u062e\u062a\u0635\u0627\u0631\u0647\u0627 <strong>\u0625\u0644\u0649 SMOTE<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0646\u062a\u062c \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0641\u0626\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0648\u0627\u0632\u0646\u0627\u064b.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u0633\u0647\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SMOTE \u0641\u064a R \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>SMOTE()<\/strong> \u0645\u0646 \u062d\u0632\u0645\u0629 <strong>DMwR<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><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\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>SMOTE(form, data, perc. <span style=\"color: #3366ff;\">over<\/span> = <span style=\"color: #008000;\">200<\/span> , perc. <span style=\"color: #3366ff;\">under<\/span> = <span style=\"color: #008000;\">200<\/span> , ...)\n<\/strong><\/pre>\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\u0646\u0645\u0648\u0630\u062c<\/strong> : \u0635\u064a\u063a\u0629 \u062a\u0635\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u062a\u0639\u062f\u064a\u0644\u0647<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> : \u0627\u0633\u0645 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>perc.over<\/strong> : \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0630\u064a \u064a\u062d\u062f\u062f \u0639\u062f\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>perc.under<\/strong> : \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0630\u064a \u064a\u062d\u062f\u062f \u0639\u062f\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0641\u0626\u0629 \u0627\u0644\u0623\u063a\u0644\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627<\/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\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0639\u0645\u0644\u064a\u064b\u0627.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u062b\u0627\u0644: \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SMOTE \u0641\u064a R<\/strong><\/span><\/h3>\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 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 100 <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629-\u0641\u064a-\u0627\u0644\u0627\u0655\u062d\u0635\u0627\u0621\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0644\u0627\u062d\u0638\u0629<\/a> \u0641\u064a R \u062d\u064a\u062b \u062a\u062d\u062a\u0648\u064a 90 \u0645\u0646\u0647\u0627 \u0639\u0644\u0649 \u0641\u0626\u0629 &#8220;\u0646\u0639\u0645&#8221; \u064810 \u0628\u0647\u0627 \u0641\u0626\u0629 &#8220;\u0644\u0627&#8221; \u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible\n<\/span>set. <span style=\"color: #3366ff;\">seed<\/span> ( <span style=\"color: #008000;\">0<\/span> )\n\n<span style=\"color: #008080;\">#create data frame with one response variable and two predictor variables\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (y=rep(as. <span style=\"color: #3366ff;\">factor<\/span> (c(' <span style=\"color: #ff0000;\">Yes<\/span> ', ' <span style=\"color: #ff0000;\">No<\/span> ')), times=c( <span style=\"color: #008000;\">90<\/span> , <span style=\"color: #008000;\">10<\/span> )),\n                 x1=rnorm( <span style=\"color: #008000;\">100<\/span> ),\n                 x2=rnorm( <span style=\"color: #008000;\">100<\/span> ))\n\n<span style=\"color: #008080;\">#view first six rows of data frame\n<\/span>head(df)\n\n    y x1 x2\n1 Yes 1.2629543 0.7818592\n2 Yes -0.3262334 -0.7767766\n3 Yes 1.3297993 -0.6159899\n4 Yes 1.2724293 0.0465803\n5 Yes 0.4146414 -1.1303858\n6 Yes -1.5399500 0.5767188\n \n<span style=\"color: #008080;\">#view distribution of response variable\n<\/span>table(df$y)\n\n Drowned \n 10 90<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u0647\u0630\u0627 \u0645\u062b\u0627\u0644 \u0643\u0644\u0627\u0633\u064a\u0643\u064a \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0644\u0623\u0646 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0630\u064a \u0646\u062a\u0648\u0642\u0639\u0647 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 90 \u0645\u0644\u0627\u062d\u0638\u0629 \u0628\u0641\u0626\u0629 &#8220;\u0646\u0639\u0645&#8221; \u064810 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0641\u0642\u0637 \u0628\u0641\u0626\u0629 &#8220;\u0644\u0627&#8221;.<\/span><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0648\u0627\u0632\u0646\u0627\u064b\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>SMOTE()<\/strong> \u0645\u0646 \u062d\u0632\u0645\u0629 <strong>DMwR<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> ( <span style=\"color: #000000;\">DMwR)\n\n<\/span><span style=\"color: #008080;\">#use SMOTE to create new dataset that is more balanced\n<\/span>new_df &lt;- SMOTE(y ~ ., df, perc. <span style=\"color: #3366ff;\">over<\/span> = <span style=\"color: #008000;\">2000<\/span> , perc. <span style=\"color: #3366ff;\">under<\/span> = <span style=\"color: #008000;\">400<\/span> )\n\n<span style=\"color: #008080;\">#view distribution of response variable in new dataset\n<\/span>table(new_df$y)\n\n Drowned \n210,800\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u062d\u062a\u0648\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0644\u0649 210 \u0645\u0644\u0627\u062d\u0638\u0629 \u0645\u0639 &#8220;\u0644\u0627&#8221; \u0643\u0641\u0626\u0629 \u0648800 \u0645\u0644\u0627\u062d\u0638\u0629 \u0645\u0639 &#8220;\u0646\u0639\u0645&#8221; \u0643\u0641\u0626\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0644\u064a\u0643 \u0628\u0627\u0644\u0636\u0628\u0637 \u0643\u064a\u0641 \u0623\u0646\u062a\u062c\u062a \u0627\u0644\u062f\u0627\u0644\u0629 SMOTE \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0647\u0630\u0647:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062d\u062f\u062f\u062a \u0627\u0644\u0648\u0633\u064a\u0637\u0629 <strong>perc.over<\/strong> \u0623\u0646\u0646\u0627 \u0623\u0631\u062f\u0646\u0627 \u0625\u0636\u0627\u0641\u0629 2000\/100 (\u0623\u0648 20) \u0636\u0639\u0641 \u0639\u062f\u062f \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0646\u0638\u0631\u064b\u0627 \u0644\u0648\u062c\u0648\u062f 10 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629\u060c \u0623\u0636\u0641\u0646\u0627 20*10 = <strong>200 \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0642\u0644\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong> .<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062d\u062f\u062f\u062a \u0627\u0644\u0648\u0633\u064a\u0637\u0629 <strong>perc.under<\/strong> \u0623\u0646\u0646\u0627 \u0623\u0631\u062f\u0646\u0627 \u0623\u0646 \u0646\u062c\u0639\u0644 \u0639\u062f\u062f \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0623\u063a\u0644\u0628\u064a\u0629 \u064a\u0633\u0627\u0648\u064a 400\/100 (\u0623\u0648 4) \u0623\u0636\u0639\u0627\u0641 \u0639\u062f\u062f \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0627\u0644\u0645\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629. \u0645\u0646\u0630 \u0625\u0636\u0627\u0641\u0629 200 \u0645\u0644\u0627\u062d\u0638\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0644\u0623\u0642\u0644\u064a\u0627\u062a\u060c \u062c\u0639\u0644\u0646\u0627 \u0639\u062f\u062f \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0623\u063a\u0644\u0628\u064a\u0629 \u064a\u0633\u0627\u0648\u064a 200 * 4 = <strong>800 \u0645\u0644\u0627\u062d\u0638\u0629 \u0644\u0644\u0623\u063a\u0644\u0628\u064a\u0629<\/strong> .<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627 \u062a\u0632\u0627\u0644 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0641\u0626\u0627\u062a \u0627\u0644\u0623\u063a\u0644\u0628\u064a\u0629\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0623\u0643\u062b\u0631 \u062a\u0648\u0627\u0632\u0646\u0627\u064b \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0622\u0646 \u062a\u0643\u064a\u064a\u0641 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062a\u064a \u062a\u062e\u062a\u0627\u0631\u0647\u0627 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0647\u0630\u0647\u060c \u0648\u0627\u0644\u062a\u064a \u0645\u0646 \u0627\u0644\u0645\u0641\u062a\u0631\u0636 \u0623\u0646 \u062a\u0624\u062f\u064a \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0639\u0644\u0649 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u0648\u062c\u0648\u062f \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0647\u0630\u0647.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0644\u0627\u062d\u0638\u0629<\/strong> : \u0644\u0627 \u062a\u062a\u0631\u062f\u062f \u0641\u064a \u0627\u0644\u0644\u0639\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0633\u064a\u0637\u062a\u064a\u0646 <strong>perc.over<\/strong> \u0648 <strong>perc.under<\/strong> \u0641\u064a \u0627\u0644\u062f\u0627\u0644\u0629 SMOTE \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0646\u0627\u0633\u0628 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h3>\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\/\u062c\u062f\u0648\u0644-\u0645\u0644\u062e\u0635-\u0641\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0627\u0648\u0644 \u0645\u0644\u062e\u0635\u0629 \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0643\u064a\u0641\u064a\u0629-\u062a\u0637\u0628\u064a\u0639-\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a-\u0641\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0655\u0632\u0627\u0644\u0629-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0641\u064a R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646\u060c \u0639\u0646\u062f \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0633\u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0648\u0627\u0632\u0646\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644: \u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0644\u0627\u0639\u0628\u0648\u0646 \u0627\u0644\u062c\u0627\u0645\u0639\u064a\u0648\u0646 \u0642\u062f \u062a\u0645 \u062a\u062c\u0646\u064a\u062f\u0647\u0645 \u0641\u064a \u0627\u0644\u062f\u0648\u0631\u064a \u0627\u0644\u0627\u0645\u064a\u0631\u0643\u064a \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0623\u0645 \u0644\u0627\u060c \u0639\u0644\u0649 98% \u0645\u0646 \u0627\u0644\u0644\u0627\u0639\u0628\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0627\u063a\u064a\u0646 \u06482% \u0642\u064a\u062f \u0627\u0644\u0635\u064a\u0627\u063a\u0629. \u0642\u062f [&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 SMOTE \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0641\u064a R (\u0645\u0639 \u0645\u062b\u0627\u0644) - Statorials<\/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 SMOTE \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0641\u064a R\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u062b\u0627\u0644 \u0643\u0627\u0645\u0644.\" \/>\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\/\u0644\u0627\u0639\u0628-\u0645\u0647\u0627\u062c\u0645\/\" \/>\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 SMOTE \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0641\u064a R (\u0645\u0639 \u0645\u062b\u0627\u0644) - Statorials\" \/>\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 SMOTE \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0641\u064a R\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u062b\u0627\u0644 \u0643\u0627\u0645\u0644.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ar\/\u0644\u0627\u0639\u0628-\u0645\u0647\u0627\u062c\u0645\/\" \/>\n<meta property=\"og:site_name\" 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