{"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\/ir\/wiki\/smote\/","title":{"rendered":"SMOTE"},"content":{"rendered":"<p>SMOTE \u06a9\u0647 \u0645\u062e\u0641\u0641 \u0639\u0628\u0627\u0631\u062a Synthetic Minority Over-sampling Technique \u0627\u0633\u062a\u060c \u06cc\u06a9 \u0631\u0648\u0634 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0634\u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u063a\u0644\u0628 \u062d\u0627\u0648\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0647\u0633\u062a\u0646\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 (\u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a) \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 (\u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u0627\u06a9\u062b\u0631\u06cc\u062a) \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u063a\u0631\u0636\u0627\u0646\u0647 \u0634\u0648\u062f \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0636\u0639\u06cc\u0641\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0637\u0628\u0642\u0647 \u0627\u0642\u0644\u06cc\u062a \u062f\u0627\u0631\u0646\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>SMOTE \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0627 \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u060c \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0645\u062a\u0639\u0627\u062f\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u067e\u0632\u0634\u06a9\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0648 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0631\u0627\u06cc\u062c \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 SMOTE \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>SMOTE \u062a\u0648\u0633\u0637 Nitesh V. Chawla\u060c Kevin W. Bowyer\u060c Lawrence O. Hall \u0648 W. Philip Kegelmeyer \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &quot;SMOTE: \u0631\u0648\u0634 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0627\u0642\u0644\u06cc\u062a \u0645\u0635\u0646\u0648\u0639\u06cc&quot; \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 2002 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0646\u062f. \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0648 SMOTE \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0647 \u062d\u0644\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u0639\u0635\u0628 \u0646\u0627\u0634\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f.<\/p>\n<p>\u062a\u062d\u0642\u06cc\u0642 \u0686\u0627\u0648\u0644\u0627 \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646. \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 SMOTE \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f. \u0627\u0632 \u0622\u0646 \u0632\u0645\u0627\u0646\u060c SMOTE \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f \u0648 \u0628\u0647 \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f SMOTE<\/h2>\n<h3>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc SMOTE \u2013 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f SMOTE<\/h3>\n<p>SMOTE \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u0628\u0627 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u0628\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0631\u0627\u062d\u0644 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SMOTE \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0647\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0642\u0644\u06cc\u062a\u060c k \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9\u06cc \u0627\u0632 k \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0627 \u06af\u0631\u0641\u062a\u0646 \u06cc\u06a9 \u062a\u0631\u06a9\u06cc\u0628 \u062e\u0637\u06cc \u0627\u0632 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0648 \u0646\u0645\u0648\u0646\u0647 \u0627\u0635\u0644\u06cc\u060c \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ol>\n<p>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SMOTE \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0645\u0639\u0627\u062f\u0644\u0647 \u0632\u06cc\u0631 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 x_i \u0646\u0645\u0648\u0646\u0647 \u0627\u0642\u0644\u06cc\u062a \u0627\u0635\u0644\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c x_n \u06cc\u06a9 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0648 \u03b1 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u06cc\u0646 0 \u0648 1 \u0627\u0633\u062a:<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647 \u0645\u0635\u0646\u0648\u0639\u06cc = x_i + \u03b1 * (x_n \u2013 x_i)<\/p>\n<p>\u0628\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06a9\u0631\u0631 SMOTE \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a\u060c \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0644\u0627\u0633 \u062f\u0648\u0628\u0627\u0631\u0647 \u0645\u062a\u0639\u0627\u062f\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0646\u0645\u0627\u06cc\u0646\u062f\u0647\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc SMOTE<\/h2>\n<p>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc SMOTE \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: SMOTE \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u0631\u0627 \u0628\u0627 \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0645\u0634\u06a9\u0644 \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u06a9\u0644\u0627\u0633 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u0627\u0647\u0634 \u062a\u0639\u0635\u0628<\/strong>: \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a\u060c SMOTE \u0633\u0648\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0645\u06cc\u0645 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: SMOTE \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f \u0648 \u0628\u0647 \u0646\u0648\u0639 \u062e\u0627\u0635\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0645\u062d\u062f\u0648\u062f \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0633\u0627\u0646<\/strong>: \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SMOTE \u0633\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 SMOTE<\/h2>\n<p>SMOTE \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u062a\u0646\u0648\u0639 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u062a\u062f\u0627\u0648\u0644 SMOTE \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>SMOTE \u0645\u0639\u0645\u0648\u0644\u06cc<\/strong>: \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f SMOTE \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u060c \u06a9\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u062e\u0637 \u0627\u062a\u0635\u0627\u0644 \u0646\u0645\u0648\u0646\u0647 \u0627\u0642\u0644\u06cc\u062a \u0648 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>SMOTE \u0645\u0631\u0632\u06cc<\/strong>: \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0646\u0632\u062f\u06cc\u06a9\u06cc \u062e\u0637 \u0645\u0631\u0632\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0627\u0642\u0644\u06cc\u062a \u0648 \u0627\u06a9\u062b\u0631\u06cc\u062a \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0627 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0645\u0648\u062b\u0631\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>ADASYN (\u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0637\u0628\u06cc\u0642\u06cc)<\/strong>: ADASYN \u0628\u0627 \u0627\u0639\u0637\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0627\u0642\u0644\u06cc\u062a \u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0646\u0647\u0627 \u0633\u062e\u062a \u062a\u0631 \u0627\u0633\u062a\u060c SMOTE \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>SMOTEBoost<\/strong>: SMOTEBoost SMOTE \u0631\u0627 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0628\u06cc\u0634\u062a\u0631 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>SMOTE \u0633\u0637\u062d \u0627\u06cc\u0645\u0646<\/strong>: \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0628\u0627 \u06a9\u0646\u062a\u0631\u0644 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0637\u062d \u0627\u06cc\u0645\u0646\u06cc \u0647\u0631 \u0646\u0645\u0648\u0646\u0647\u060c \u062e\u0637\u0631 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u06af\u0648\u0646\u0647 \u0647\u0627\u06cc SMOTE \u0631\u0627 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 SMOTE<\/th>\n<th>\u0631\u0648\u06cc\u06a9\u0631\u062f<\/th>\n<th>\u062a\u0645\u0631\u06a9\u0632<\/th>\n<th>\u06a9\u0646\u062a\u0631\u0644 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>SMOTE \u0645\u0639\u0645\u0648\u0644\u06cc<\/td>\n<td>\u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u062e\u0637\u06cc<\/td>\n<td>N\/A<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>SMOTE \u0645\u0631\u0632\u06cc<\/td>\n<td>\u062f\u0631\u0648\u0646\u06cc\u0627\u0628\u06cc \u063a\u06cc\u0631 \u062e\u0637\u06cc<\/td>\n<td>\u0646\u0632\u062f\u06cc\u06a9 \u0645\u0631\u0632 \u06a9\u0644\u0627\u0633 \u0647\u0627<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>ADASYN<\/td>\n<td>\u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u0648\u0632\u0646\u06cc<\/td>\n<td>\u0645\u0648\u0627\u0631\u062f \u0627\u0642\u0644\u06cc\u062a \u06a9\u0647 \u0628\u0647 \u0633\u062e\u062a\u06cc \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>SMOTEBoost<\/td>\n<td>\u062a\u0642\u0648\u06cc\u062a + SMOTE<\/td>\n<td>N\/A<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<tr>\n<td>SMOTE \u0633\u0637\u062d \u0627\u06cc\u0645\u0646<\/td>\n<td>\u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u062e\u0637\u06cc<\/td>\n<td>\u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0637\u0648\u062d \u0627\u06cc\u0645\u0646\u06cc<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SMOTE\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627<\/h2>\n<h3>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SMOTE<\/h3>\n<p>SMOTE \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634<\/strong>: SMOTE \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u0639\u0627\u062f\u0644 \u06a9\u0631\u062f\u0646 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0644\u0627\u0633 \u0642\u0628\u0644 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06af\u0631\u0648\u0647<\/strong>: \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631\u060c SMOTE \u0631\u0627 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06af\u0631\u0648\u0647\u06cc \u0645\u0627\u0646\u0646\u062f Random Forest \u06cc\u0627 Gradient Boosting \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647<\/strong>: \u0627\u0632 SMOTE \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h3>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 SMOTE \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u062f\u0648\u0646 \u0686\u0627\u0644\u0634 \u0646\u06cc\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634<\/strong>: \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u0634\u0648\u062f \u0648 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0645\u062f\u0644 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0636\u0639\u06cc\u0641\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Safe-Level SMOTE \u06cc\u0627 ADASYN \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0641\u0631\u06cc\u0646 \u0627\u0628\u0639\u0627\u062f<\/strong>: \u0627\u062b\u0631\u0628\u062e\u0634\u06cc SMOTE \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0641\u0636\u0627\u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f. \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0648\u06cc\u062a \u0646\u0648\u06cc\u0632<\/strong>: SMOTE \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u067e\u0631 \u0633\u0631 \u0648 \u0635\u062f\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f \u0627\u06af\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0631\u062a \u0628\u0627\u0634\u062f. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062d\u0630\u0641 \u067e\u0631\u062a \u06cc\u0627 \u0627\u062c\u0631\u0627\u06cc \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 SMOTE \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0627\u062a<\/th>\n<th>SMOTE<\/th>\n<th>ADASYN<\/th>\n<th>\u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/td>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0646\u0628\u0639 \u0646\u0645\u0648\u0646\u0647 \u0645\u0635\u0646\u0648\u0639\u06cc<\/td>\n<td>\u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0647\u0627<\/td>\n<td>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0628\u0627\u0647\u062a<\/td>\n<td>\u0645\u0648\u0627\u0631\u062f \u062a\u06a9\u0631\u0627\u0631\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0646\u062a\u0631\u0644 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631 \u0633\u0631 \u0648 \u0635\u062f\u0627<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc<\/td>\n<td>\u06a9\u0645<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u06a9\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0627\u0631\u0627\u06cc\u06cc<\/td>\n<td>\u062e\u0648\u0628<\/td>\n<td>\u0628\u0647\u062a\u0631<\/td>\n<td>\u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 SMOTE<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 SMOTE \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u062f\u0627\u062f\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a. \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0628\u0647\u0628\u0648\u062f \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0648 \u0647\u062f\u0641 \u0622\u0646\u200c\u0647\u0627 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0645\u0624\u062b\u0631\u062a\u0631 \u0628\u0647 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u062c\u0647\u062a \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/strong>: \u0628\u0631\u0631\u0633\u06cc \u0631\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc SMOTE \u0645\u0627\u0646\u0646\u062f \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc AutoML<\/strong>: \u0627\u062f\u063a\u0627\u0645 SMOTE \u062f\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 (AutoML) \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u06cc\u0642 \u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0627\u0645\u0646\u0647<\/strong>: \u062a\u0637\u0628\u06cc\u0642 \u0627\u0646\u0648\u0627\u0639 SMOTE \u0628\u0631\u0627\u06cc \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635 \u0645\u0627\u0646\u0646\u062f \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0645\u0627\u0644\u06cc\u060c \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 SMOTE \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 SMOTE \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0627\u0647 \u0647\u0627\u06cc \u0645\u0645\u06a9\u0646 \u06a9\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 SMOTE \u0645\u0631\u062a\u0628\u0637 \u0634\u0648\u0646\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0646\u0627\u0634\u0646\u0627\u0633 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0631\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0639\u0645\u0627\u0644 SMOTE \u0646\u0627\u0634\u0646\u0627\u0633 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062e\u0635\u0648\u0635\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0646\u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SMOTE \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0645\u06a9\u0627\u0646 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc SMOTE \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f SMOTE \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1106.1813\" target=\"_new\" rel=\"noopener nofollow\">\u06a9\u0627\u063a\u0630 SMOTE \u0627\u0635\u0644<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1106.1813\" target=\"_new\" rel=\"noopener nofollow\">ADASYN: \u0631\u0648\u06cc\u06a9\u0631\u062f \u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0637\u0628\u06cc\u0642\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644<\/a><\/li>\n<li><a href=\"https:\/\/www.ijcai.org\/Proceedings\/09\/Papers\/200.pdf\" target=\"_new\" rel=\"noopener nofollow\">SMOTEBoost: \u0628\u0647\u0628\u0648\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a \u062f\u0631 \u062a\u0642\u0648\u06cc\u062a<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/5128907\" target=\"_new\" rel=\"noopener nofollow\">Borderline-SMOTE: \u06cc\u06a9 \u0631\u0648\u0634 \u062c\u062f\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644<\/a><\/li>\n<li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0925231218307422\" target=\"_new\" rel=\"noopener nofollow\">SMOTE \u0633\u0637\u062d \u0627\u06cc\u0645\u0646: \u062a\u06a9\u0646\u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0627\u0632 \u0627\u0642\u0644\u06cc\u062a \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0637\u062d \u0627\u06cc\u0645\u0646 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u0634\u06a9\u0644 \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u06a9\u0644\u0627\u0633<\/a><\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c SMOTE \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0631 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. SMOTE \u0628\u0627 \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0642\u0644\u06cc\u062a\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f \u0648 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f. \u0633\u0627\u0632\u06af\u0627\u0631\u06cc\u060c \u0633\u0647\u0648\u0644\u062a \u0627\u062c\u0631\u0627 \u0648 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u062f\u0627\u0648\u0645 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc\u060c \u0622\u06cc\u0646\u062f\u0647 \u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632\u06cc \u0628\u0631\u0627\u06cc SMOTE \u0648 \u0646\u0642\u0634 \u0622\u0646 \u062f\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.<\/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\/ir\/wp-json\/wp\/v2\/wiki\/479036","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479036\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/470514"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=479036"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}