{"id":479036,"date":"2023-08-09T10:01:33","date_gmt":"2023-08-09T10:01:33","guid":{"rendered":""},"modified":"2023-09-05T11:18:03","modified_gmt":"2023-09-05T11:18:03","slug":"smote","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/smote\/","title":{"rendered":"\u0636\u0631\u0628\u0629"},"content":{"rendered":"<p>SMOTE\u060c \u0627\u062e\u062a\u0635\u0627\u0631 \u0644\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\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629\u060c \u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u0642\u0648\u064a\u0629 \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0634\u0643\u0644\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629. \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062d\u062a\u0648\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0637\u0628\u0642\u064a\u0629 \u063a\u064a\u0631 \u0645\u062a\u0648\u0627\u0632\u0646\u0629\u060c \u062d\u064a\u062b \u062a\u062d\u062a\u0648\u064a \u0641\u0626\u0629 \u0648\u0627\u062d\u062f\u0629 (\u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629) \u0639\u0644\u0649 \u0645\u062b\u064a\u0644\u0627\u062a \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 (\u0641\u0626\u0627\u062a \u0627\u0644\u0623\u063a\u0644\u0628\u064a\u0629). \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0644 \u0641\u064a \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u062d\u064a\u0632\u0629 \u062a\u0624\u062f\u064a \u0623\u062f\u0627\u0621\u064b \u0633\u064a\u0626\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0646\u0628\u0624\u0627\u062a \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0645\u062b\u0644.<\/p>\n<p>\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 SMOTE \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0646\u0634\u0627\u0621 \u0639\u064a\u0646\u0627\u062a \u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0645\u0648\u0627\u0632\u0646\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0628\u0642\u0629 \u0648\u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629. \u0648\u0642\u062f \u0648\u062c\u062f\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u062a\u0633\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 SMOTE \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647\u0627<\/h2>\n<p>\u062a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d SMOTE \u0628\u0648\u0627\u0633\u0637\u0629 Nitesh V. Chawla\u060c \u0648Kevin W. Bowyer\u060c \u0648Lawrence O. Hall\u060c \u0648W. Philip Kegelmeyer \u0641\u064a \u0648\u0631\u0642\u062a\u0647\u0645 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 &quot;SMOTE: \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\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629&quot; \u0648\u0627\u0644\u062a\u064a \u0646\u064f\u0634\u0631\u062a \u0641\u064a \u0639\u0627\u0645 2002. \u0648\u0642\u062f \u0623\u062f\u0631\u0643 \u0627\u0644\u0645\u0624\u0644\u0641\u0648\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0641\u0631\u0636\u0647\u0627 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0648\u0637\u0648\u0631\u062a SMOTE \u0643\u062d\u0644 \u0645\u0628\u062a\u0643\u0631 \u0644\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u0644\u062a\u062d\u064a\u0632 \u0627\u0644\u0646\u0627\u062c\u0645 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647.<\/p>\n<p>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0630\u064a \u0623\u062c\u0631\u0627\u0647 \u062a\u0634\u0627\u0648\u0644\u0627 \u0648\u0622\u062e\u0631\u0648\u0646. \u0623\u062b\u0628\u062a \u0623\u0646 SMOTE \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0635\u0646\u0641\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629. \u0645\u0646\u0630 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646\u060c \u0627\u0643\u062a\u0633\u0628\u062a SMOTE \u0634\u0639\u0628\u064a\u0629 \u0648\u0623\u0635\u0628\u062d\u062a \u062a\u0642\u0646\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u0639\u0646 SMOTE<\/h2>\n<h3>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0640 SMOTE - \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 SMOTE<\/h3>\n<p>\u064a\u0639\u0645\u0644 SMOTE \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0646\u0634\u0627\u0621 \u0639\u064a\u0646\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0644\u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u064a\u0641\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a 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\u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644SMOTE<\/h2>\n<p>\u0627\u0644\u0645\u0644\u0627\u0645\u062d \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644SMOTE \u0647\u064a \u0643\u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u062a\u0639\u0645\u0644 SMOTE \u0639\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0646\u0634\u0627\u0621 \u0639\u064a\u0646\u0627\u062a \u062a\u0631\u0643\u064a\u0628\u064a\u0629\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0634\u0643\u0644\u0629 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0637\u0628\u0642\u064a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062d\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u064a\u0632<\/strong>: \u0645\u0646 \u062e\u0644\u0627\u0644 \u0632\u064a\u0627\u062f\u0629 \u0639\u062f\u062f \u062d\u0627\u0644\u0627\u062a \u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629\u060c \u064a\u0642\u0644\u0644 SMOTE \u0645\u0646 \u0627\u0644\u062a\u062d\u064a\u0632 \u0641\u064a \u0627\u0644\u0645\u0635\u0646\u0641\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0646\u0628\u0624\u064a \u0644\u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0645\u064a\u0645<\/strong>: \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642 SMOTE \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0623\u064a \u0646\u0648\u0639 \u0645\u062d\u062f\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/strong>: SMOTE \u0633\u0647\u0644 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u064a\u0645\u0643\u0646 \u062f\u0645\u062c\u0647 \u0628\u0633\u0644\u0627\u0633\u0629 \u0641\u064a \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0633\u0645\u0648\u062a<\/h2>\n<p>\u0644\u062f\u0649 SMOTE \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0644\u062a\u0644\u0628\u064a\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0623\u0646\u0648\u0627\u0639 SMOTE \u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0636\u0631\u0628\u0629 \u0639\u0627\u062f\u064a\u0629<\/strong>: \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0645\u0646 SMOTE \u0643\u0645\u0627 \u0647\u0648 \u0645\u0648\u0636\u062d \u0623\u0639\u0644\u0627\u0647\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u062b\u064a\u0644\u0627\u062a \u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u0639\u0644\u0649 \u0637\u0648\u0644 \u0627\u0644\u062e\u0637 \u0627\u0644\u0630\u064a \u064a\u0631\u0628\u0637 \u0645\u062b\u064a\u0644 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0648\u062c\u064a\u0631\u0627\u0646\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0636\u0631\u0628\u0629 \u062d\u062f\u0648\u062f\u064a\u0629<\/strong>: \u064a\u0631\u0643\u0632 \u0647\u0630\u0627 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0639\u064a\u0646\u0627\u062a \u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0641\u0627\u0635\u0644 \u0628\u064a\u0646 \u0641\u0626\u0627\u062a \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0648\u0627\u0644\u0623\u063a\u0644\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>ADASYN (\u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629)<\/strong>: \u064a\u0642\u0648\u0645 ADASYN \u0628\u062a\u062d\u0633\u064a\u0646 SMOTE \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0639\u0637\u0627\u0621 \u0623\u0647\u0645\u064a\u0629 \u0623\u0639\u0644\u0649 \u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0635\u0639\u0628 \u062a\u0639\u0644\u0645\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0639\u0645\u064a\u0645 \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>SMOTEBoost<\/strong>: \u064a\u062c\u0645\u0639 SMOTEBoost \u0628\u064a\u0646 SMOTE \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0644\u0632\u064a\u0627\u062f\u0629 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0635\u0646\u0641\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>SMOTE \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0622\u0645\u0646<\/strong>: \u064a\u0642\u0644\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0645\u0646 \u062e\u0637\u0631 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0639\u062f\u062f \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0645\u0627\u0646 \u0644\u0643\u0644 \u0645\u062b\u064a\u0644.<\/p>\n<\/li>\n<\/ol>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u064a\u0644\u062e\u0635 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a SMOTE \u0647\u0630\u0647:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0628\u062f\u064a\u0644 SMOTE<\/th>\n<th>\u064a\u0642\u062a\u0631\u0628<\/th>\n<th>\u0631\u0643\u0632<\/th>\n<th>\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0636\u0631\u0628\u0629 \u0639\u0627\u062f\u064a\u0629<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u064a\u0641\u0627\u0621 \u0627\u0644\u062e\u0637\u064a<\/td>\n<td>\u0644\u0627 \u064a\u0648\u062c\u062f<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0636\u0631\u0628\u0629 \u062d\u062f\u0648\u062f\u064a\u0629<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u064a\u0641\u0627\u0621 \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a<\/td>\n<td>\u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \u062d\u062f\u0648\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u062f\u0627\u0633\u064a\u0646<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u064a\u0641\u0627\u0621 \u0627\u0644\u0645\u0631\u062c\u062d<\/td>\n<td>\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0623\u0642\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0635\u0639\u0628 \u062a\u0639\u0644\u0645\u0647\u0627<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>SMOTEBoost<\/td>\n<td>\u0627\u0644\u062a\u0639\u0632\u064a\u0632 + \u0627\u0644\u0636\u0631\u0628\u0629<\/td>\n<td>\u0644\u0627 \u064a\u0648\u062c\u062f<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<\/tr>\n<tr>\n<td>SMOTE \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0622\u0645\u0646<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u064a\u0641\u0627\u0621 \u0627\u0644\u062e\u0637\u064a<\/td>\n<td>\u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0645\u0629<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SMOTE \u0648\u0645\u0634\u0627\u0643\u0644\u0647\u0627 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<h3>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SMOTE<\/h3>\n<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SMOTE \u0628\u0639\u062f\u0629 \u0637\u0631\u0642 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629<\/strong>: \u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 SMOTE \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0641\u0635\u0644 \u0642\u0628\u0644 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0641\u0631\u0642\u0629<\/strong>: \u0642\u0645 \u0628\u062f\u0645\u062c SMOTE \u0645\u0639 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062b\u0644 Random Forest \u0623\u0648 Gradient Boosting \u0644\u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0641\u0626\u0629 \u0648\u0627\u062d\u062f\u0629<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0645 SMOTE \u0644\u0632\u064a\u0627\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0635\u0644 \u0627\u0644\u0648\u0627\u062d\u062f \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h3>\n<p>\u0641\u064a \u062d\u064a\u0646 \u0623\u0646 SMOTE \u0647\u064a \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u062e\u0644\u0648 \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0625\u0646\u0634\u0627\u0621 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0636\u0639\u0641 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Safe-Level SMOTE \u0623\u0648 ADASYN \u0641\u064a \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0644\u0639\u0646\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0636\u0627\u0621\u0644 \u0641\u0639\u0627\u0644\u064a\u0629 SMOTE \u0641\u064a \u0645\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0628\u0633\u0628\u0628 \u062a\u0646\u0627\u062b\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0623\u0648 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0636\u062e\u064a\u0645 \u0627\u0644\u0636\u0648\u0636\u0627\u0621<\/strong>: \u0642\u062f \u064a\u0624\u062f\u064a SMOTE \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0645\u0632\u0639\u062c\u0629 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 \u0645\u062a\u0637\u0631\u0641\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062e\u0641\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0623\u0648 \u062a\u0637\u0628\u064a\u0642\u0627\u062a SMOTE \u0627\u0644\u0645\u0639\u062f\u0644\u0629 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0635\u0641\u0627\u062a<\/th>\n<th>\u0636\u0631\u0628\u0629<\/th>\n<th>\u0623\u062f\u0627\u0633\u064a\u0646<\/th>\n<th>\u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u064a\u0643\u062a\u0628<\/td>\n<td>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0635\u062f\u0631 \u0627\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629<\/td>\n<td>\u0623\u0642\u0631\u0628 \u0627\u0644\u062c\u064a\u0631\u0627\u0646<\/td>\n<td>\u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0634\u0627\u0628\u0647<\/td>\n<td>\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/td>\n<td>\u0644\u0627<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0632\u0639\u062c\u0629<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u0642\u064a\u062f<\/td>\n<td>\u0642\u0644\u064a\u0644<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u0642\u0644\u064a\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u062f\u0627\u0621<\/td>\n<td>\u062c\u064a\u062f<\/td>\n<td>\u0623\u062d\u0633\u0646<\/td>\n<td>\u064a\u062e\u062a\u0644\u0641<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0640 SMOTE<\/h2>\n<p>\u064a\u0639\u062f \u0645\u0633\u062a\u0642\u0628\u0644 SMOTE \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0639\u062f\u064b\u0627. \u064a\u0648\u0627\u0635\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0648\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627\u060c \u0628\u0647\u062f\u0641 \u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0641\u0631\u0636\u0647\u0627 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0644\u062d\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong>: \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0637\u0631\u0642 \u0644\u062f\u0645\u062c \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0640 SMOTE \u0641\u064a \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a<\/strong>: \u062f\u0645\u062c SMOTE \u0641\u064a \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0622\u0644\u064a (AutoML) \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644<\/strong>: \u062a\u062e\u0635\u064a\u0635 \u0645\u062a\u063a\u064a\u0631\u0627\u062a SMOTE \u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0623\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0640 SMOTE<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0648\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a SMOTE. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0645\u0643\u0646\u0629 \u0644\u0631\u0628\u0637 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0640 SMOTE \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0642\u0628\u0644 \u062a\u0637\u0628\u064a\u0642 SMOTE\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0644\u0627 \u062a\u0643\u0634\u0641 \u0639\u0646 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062e\u0627\u0635\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a SMOTE \u0639\u0628\u0631 \u0645\u0648\u0627\u0642\u0639 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0645\u062b\u064a\u0644\u0627\u064b \u0644\u0640 SMOTE.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 SMOTE \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1106.1813\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0631\u0642\u0629 SMOTE \u0627\u0644\u0623\u0635\u0644\u064a\u0629<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1106.1813\" target=\"_new\" rel=\"noopener nofollow\">ADASYN: \u0646\u0647\u062c \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646<\/a><\/li>\n<li><a href=\"https:\/\/www.ijcai.org\/Proceedings\/09\/Papers\/200.pdf\" target=\"_new\" rel=\"noopener nofollow\">SMOTEBoost: \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0632\u064a\u0632<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/5128907\" target=\"_new\" rel=\"noopener nofollow\">Borderline-SMOTE: \u0637\u0631\u064a\u0642\u0629 \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0641\u064a \u062a\u0639\u0644\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629<\/a><\/li>\n<li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0925231218307422\" target=\"_new\" rel=\"noopener nofollow\">SMOTE \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0622\u0645\u0646: \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\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0622\u0645\u0646 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0634\u0643\u0644\u0629 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0637\u0628\u0642\u064a<\/a><\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c SMOTE \u0647\u064a \u0623\u062f\u0627\u0629 \u062d\u064a\u0648\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062a\u064a \u062a\u0639\u0627\u0644\u062c \u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0646\u0634\u0627\u0621 \u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0644\u0641\u0626\u0629 \u0627\u0644\u0623\u0642\u0644\u064a\u0629\u060c \u062a\u0639\u0645\u0644 SMOTE \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0635\u0646\u0641\u0627\u062a \u0648\u062a\u0636\u0645\u0646 \u062a\u0639\u0645\u064a\u0645\u064b\u0627 \u0623\u0641\u0636\u0644. \u0625\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629 \u062a\u062c\u0639\u0644\u0647\u0627 \u062a\u0642\u0646\u064a\u0629 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0648\u0645\u0639 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u060c \u064a\u062d\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0622\u0641\u0627\u0642\u064b\u0627 \u0645\u062b\u064a\u0631\u0629 \u0644\u0640 SMOTE \u0648\u062f\u0648\u0631\u0647\u0627 \u0641\u064a \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>","protected":false},"featured_media":470514,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479036","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>SMOTE: Synthetic Minority Over-sampling Technique<\/mark>","faq_items":[{"question":"What is SMOTE?","answer":"<p>SMOTE stands for Synthetic Minority Over-sampling Technique. It is a data augmentation method used in machine learning to address imbalanced datasets. By generating synthetic samples of the minority class, SMOTE balances the class distribution and improves model performance.<\/p>"},{"question":"How was SMOTE developed?","answer":"<p>SMOTE was introduced in a seminal research paper titled \"SMOTE: Synthetic Minority Over-sampling Technique\" by Nitesh V. Chawla, Kevin W. Bowyer, Lawrence O. Hall, and W. Philip Kegelmeyer in 2002.<\/p>"},{"question":"How does SMOTE work?","answer":"<p>SMOTE works by creating synthetic instances of the minority class by interpolating between existing minority instances and their nearest neighbors. These synthetic samples help balance the class distribution and reduce bias in the model.<\/p>"},{"question":"What are the key features of SMOTE?","answer":"<p>The key features of SMOTE include data augmentation, bias reduction, generalizability, and easy implementation.<\/p>"},{"question":"What types of SMOTE variants are there?","answer":"<p>Several SMOTE variants exist, including Regular SMOTE, Borderline SMOTE, ADASYN, SMOTEBoost, and Safe-Level SMOTE. Each variant has its own specific approach and focus.<\/p>"},{"question":"How can I use SMOTE?","answer":"<p>SMOTE can be used in various ways, such as preprocessing, ensemble techniques, and one-class learning, to improve model performance on imbalanced datasets.<\/p>"},{"question":"What problems can arise when using SMOTE?","answer":"<p>Potential issues with SMOTE include overfitting, curse of dimensionality in high-dimensional spaces, and noise amplification. However, there are solutions and adaptations to address these problems.<\/p>"},{"question":"How does SMOTE compare to other data augmentation methods?","answer":"<p>SMOTE can be compared to ADASYN and Random Oversampling. Each method has its own characteristics, complexity, and performance.<\/p>"},{"question":"What is the future outlook for SMOTE in machine learning?","answer":"<p>The future of SMOTE looks promising, with potential advancements in deep learning extensions, AutoML integration, and domain-specific adaptations.<\/p>"},{"question":"How can proxy servers be associated with SMOTE?","answer":"<p>Proxy servers can play a role in anonymizing data, facilitating distributed computing, and collecting diverse data for SMOTE applications. They can enhance the privacy and performance of SMOTE implementations.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479036","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479036\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/470514"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=479036"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}