{"id":477726,"date":"2023-08-09T09:19:17","date_gmt":"2023-08-09T09:19:17","guid":{"rendered":""},"modified":"2024-08-29T06:39:37","modified_gmt":"2024-08-29T06:39:37","slug":"isolation-forest","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/isolation-forest\/","title":{"rendered":"\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0632\u0644\u0629"},"content":{"rendered":"<p>Isolation Forest \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0642\u0648\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629. \u062a\u0645 \u062a\u0642\u062f\u064a\u0645\u0647 \u0643\u0637\u0631\u064a\u0642\u0629 \u062c\u062f\u064a\u062f\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0643\u0641\u0627\u0621\u0629. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0639\u0627\u062f\u064a\u0629\u060c \u062a\u062a\u062e\u0630 Isolation Forest \u0646\u0647\u062c\u064b\u0627 \u0645\u062e\u062a\u0644\u0641\u064b\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u0632\u0644 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0645\u0628\u0627\u0634\u0631\u0629\u064b.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0632\u0644\u0629 \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647\u0627<\/h2>\n<p>\u062a\u0645 \u0637\u0631\u062d \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629 \u0644\u0623\u0648\u0644 \u0645\u0631\u0629 \u0641\u064a \u0639\u0627\u0645 2008 \u0645\u0646 \u0642\u0628\u0644 \u0641\u0627\u064a \u062a\u0648\u0646\u064a \u0644\u064a\u0648\u060c \u0648\u0643\u0627\u064a \u0645\u064a\u0646\u063a \u062a\u064a\u0646\u063a\u060c \u0648\u0632\u0647\u064a \u0647\u0648\u0627 \u062a\u0634\u0648 \u0641\u064a \u0648\u0631\u0642\u062a\u0647\u0645 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0645\u0644 \u0639\u0646\u0648\u0627\u0646 &quot;\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0639\u0632\u0644\u0629&quot;. \u0642\u062f\u0645\u062a \u0647\u0630\u0647 \u0627\u0644\u0648\u0631\u0642\u0629 \u0641\u0643\u0631\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0632\u0644 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u0645\u0646\u0630 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646\u060c \u0627\u0643\u062a\u0633\u0628\u062a Isolation Forest \u0627\u0647\u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u0643\u0641\u0627\u0621\u062a\u0647\u0627.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u0639\u0646 \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629<\/h2>\n<p>\u062a\u0639\u062f Isolation Forest \u0646\u0648\u0639\u064b\u0627 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0631\u0642\u0627\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u0645\u064a \u0625\u0644\u0649 \u0639\u0627\u0626\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062c\u0645\u0627\u0639\u064a. \u0625\u0646\u0647 \u064a\u0639\u0632\u0632 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062f\u0645\u062c \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641.<\/p>\n<p>\u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0642\u0633\u064a\u0645 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0641\u0631\u0639\u064a\u0629 \u062d\u062a\u0649 \u064a\u062a\u0645 \u0639\u0632\u0644 \u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0648\u0631\u0642\u0629 \u0627\u0644\u0634\u062c\u0631\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627. \u0623\u062b\u0646\u0627\u0621 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\u0623\u0637\u0648\u0644 \u0644\u0644\u0639\u0632\u0644.<\/p>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629. \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0644\u062e\u064a\u0635 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 Isolation Forest \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u0634\u0648\u0627\u0626\u064a:<\/strong> \u062d\u062f\u062f \u0645\u064a\u0632\u0629 \u0648\u0642\u064a\u0645\u0629 \u0645\u0642\u0633\u0645\u0629 \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u0642\u0633\u0645 \u0628\u064a\u0646 \u0627\u0644\u062d\u062f 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\u0628\u0647\u0627.<\/li>\n<li><strong>\u062d\u0633\u0627\u0628 \u0637\u0648\u0644 \u0627\u0644\u0645\u0633\u0627\u0631:<\/strong> \u0644\u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u062d\u0633\u0628 \u0637\u0648\u0644 \u0627\u0644\u0645\u0633\u0627\u0631 \u0645\u0646 \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u062c\u0630\u0631\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0644\u0644\u0634\u0630\u0648\u0630\u0627\u062a \u0623\u0637\u0648\u0627\u0644 \u0645\u0633\u0627\u0631\u0627\u062a \u0623\u0642\u0635\u0631.<\/li>\n<li><strong>\u0633\u062c\u0644 \u0627\u0644\u0634\u0630\u0648\u0630:<\/strong> \u062a\u0639\u064a\u064a\u0646 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0634\u0630\u0648\u0630 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0623\u0637\u0648\u0627\u0644 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u062d\u0633\u0648\u0628\u0629. \u062a\u062d\u0635\u0644 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0642\u0635\u0631 \u0639\u0644\u0649 \u062f\u0631\u062c\u0627\u062a \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u0634\u0630\u0648\u0630\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0646\u0647\u0627 \u0623\u0643\u062b\u0631 \u0639\u0631\u0636\u0629 \u0644\u0623\u0646 \u062a\u0643\u0648\u0646 \u0634\u0630\u0648\u0630\u064b\u0627.<\/li>\n<li><strong>\u0627\u0644\u0639\u062a\u0628\u0629:<\/strong> \u0642\u0645 \u0628\u062a\u0639\u064a\u064a\u0646 \u0639\u062a\u0628\u0629 \u0639\u0644\u0649 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0634\u0630\u0648\u0630 \u0644\u062a\u062d\u062f\u064a\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0628\u0631 \u0634\u0630\u0648\u0630\u064b\u0627.<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629<\/h2>\n<p>\u062a\u0645\u062a\u0644\u0643 Isolation Forest \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647\u0627 \u062e\u064a\u0627\u0631\u064b\u0627 \u0634\u0627\u0626\u0639\u064b\u0627 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629:<\/p>\n<ul>\n<li><strong>\u0643\u0641\u0627\u0621\u0629:<\/strong> \u062a\u062a\u0645\u064a\u0632 Isolation Forest \u0628\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0633\u0647\u0648\u0644\u0629. \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0632\u0645\u0646\u064a \u0647\u0648 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 O(n log n)\u060c \u062d\u064a\u062b n \u0647\u0648 \u0639\u062f\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u062a\u062a\u064a\u062d \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n<li><strong>\u0642\u0648\u064a\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629:<\/strong> \u062a\u0639\u062a\u0628\u0631 Isolation Forest \u0642\u0648\u064a\u0629 \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u0648\u062c\u0648\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u0645\u064a\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0639\u0632\u0644\u0629 \u0628\u0633\u0631\u0639\u0629 \u0623\u0643\u0628\u0631\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645.<\/li>\n<li><strong>\u0644\u0627 \u062a\u0648\u062c\u062f \u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u062d\u0648\u0644 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0639\u0644\u0649 \u0639\u0643\u0633 \u0628\u0639\u0636 \u0637\u0631\u0642 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u062a\u0641\u062a\u0631\u0636 \u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062a\u0628\u0639 \u062a\u0648\u0632\u064a\u0639\u064b\u0627 \u0645\u062d\u062f\u062f\u064b\u0627\u060c \u0644\u0627 \u062a\u0636\u0639 Isolation Forest \u0623\u064a \u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u062a\u0648\u0632\u064a\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627.<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629<\/h2>\n<p>\u0644\u0627 \u062a\u0648\u062c\u062f \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0645\u0645\u064a\u0632\u0629 \u0641\u064a Isolation Forest\u060c \u0648\u0644\u0643\u0646 \u062a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d \u0628\u0639\u0636 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u062d\u0627\u0644\u0627\u062a \u0623\u0648 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u0631\u0629 \u0628\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629:<\/p>\n<ol>\n<li><strong>\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0632\u0644\u0629 \u0627\u0644\u0645\u0645\u062a\u062f\u0629:<\/strong> \u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641 \u0645\u0646 Isolation Forest \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0623\u0635\u0644\u064a \u0644\u064a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642\u064a\u0629\u060c \u0648\u0647\u0648 \u0645\u0641\u064a\u062f \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n<li><strong>\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0632\u0644\u0629 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f\u0629:<\/strong> \u064a\u0633\u0645\u062d \u0647\u0630\u0627 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0644\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u062a\u062f\u0631\u064a\u062c\u064a \u0639\u0646\u062f \u062a\u0648\u0641\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0623\u0643\u0645\u0644\u0647.<\/li>\n<li><strong>\u063a\u0627\u0628\u0629 \u0645\u0639\u0632\u0648\u0644\u0629 \u0634\u0628\u0647 \u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641:<\/strong> \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0639\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0644\u062a\u0648\u062c\u064a\u0647 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0639\u0632\u0644\u060c \u0648\u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0648\u0627\u0644\u0645\u0634\u0631\u0641 \u0639\u0644\u064a\u0647.<\/li>\n<\/ol>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0632\u0644 \u0627\u0644\u063a\u0627\u0628\u0629 \u0648\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \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<p>\u062a\u062c\u062f Isolation Forest \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<ul>\n<li><strong>\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a:<\/strong> \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u062b\u0644 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644\u064a\u0629 \u0623\u0648 \u0627\u0642\u062a\u062d\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0623\u0648 \u0641\u0634\u0644 \u0627\u0644\u0645\u0639\u062f\u0627\u062a.<\/li>\n<li><strong>\u0643\u0634\u0641 \u0627\u0644\u062a\u0633\u0644\u0644:<\/strong> \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0648\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647 \u0623\u0648 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0645\u0634\u0628\u0648\u0647\u0629 \u0641\u064a \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631.<\/li>\n<li><strong>\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u063a\u0634:<\/strong> \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/li>\n<li><strong>\u0631\u0642\u0627\u0628\u0629 \u062c\u0648\u062f\u0629:<\/strong> \u0645\u0631\u0627\u0642\u0628\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0639 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0628\u0629.<\/li>\n<\/ul>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0639\u0632\u0644 \u0627\u0644\u063a\u0627\u0628\u0629 \u0647\u0648 \u0648\u0633\u064a\u0644\u0629 \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f:<\/strong> \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u0635\u0628\u062d \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0639\u0632\u0644 \u0623\u0642\u0644 \u0641\u0639\u0627\u0644\u064a\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/li>\n<li><strong>\u062e\u0644\u0644 \u0641\u064a \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0646\u0627\u062f\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0639\u0627\u062f\u064a\u0629\u060c \u0642\u062f \u062a\u0648\u0627\u062c\u0647 Isolation Forest \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0639\u0632\u0644\u0647\u0627 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0623\u0648 \u0636\u0628\u0637 \u0639\u062a\u0628\u0627\u062a \u0627\u0644\u0634\u0630\u0648\u0630 \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/li>\n<\/ul>\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 \u0641\u064a \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0635\u0641\u0629 \u0645\u0645\u064a\u0632\u0629<\/th>\n<th>\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0632\u0644\u0629<\/th>\n<th>SVM \u0645\u0646 \u0641\u0626\u0629 \u0648\u0627\u062d\u062f\u0629<\/th>\n<th>\u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u062e\u0627\u0631\u062c\u064a \u0627\u0644\u0645\u062d\u0644\u064a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u062a\u0639\u0644\u0645 \u062a\u062d\u062a \u0627\u0644\u0625\u0634\u0631\u0627\u0641\u061f<\/td>\n<td>\u0644\u0627<\/td>\n<td>\u0644\u0627<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0623\u064a<\/td>\n<td>\u0623\u064a<\/td>\n<td>\u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u063a\u0627\u0648\u0633\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637\u0629 \u0625\u0644\u0649 \u0639\u0627\u0644\u064a\u0629<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637\u0629 \u0625\u0644\u0649 \u0639\u0627\u0644\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629<\/td>\n<td>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u0633\u0627\u0633\u064a\u0629 \u062e\u0627\u0631\u062c\u064a\u0629<\/td>\n<td>\u0642\u0644\u064a\u0644<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/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\u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629<\/h2>\n<p>\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0633\u062a\u0645\u0631 Isolation Forest \u0641\u064a \u0643\u0648\u0646\u0647\u0627 \u0623\u062f\u0627\u0629 \u0642\u064a\u0645\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u062d\u064a\u062b \u0623\u0646 \u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0648\u0641\u0639\u0627\u0644\u064a\u062a\u0647\u0627 \u062a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0642\u062f \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0632\u064a:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0644\u0632\u064a\u0627\u062f\u0629 \u062a\u0639\u0632\u064a\u0632 \u0642\u0627\u0628\u0644\u064a\u062a\u0647\u0627 \u0644\u0644\u062a\u0648\u0633\u0639.<\/li>\n<li><strong>\u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 Isolation Forest \u0648\u0637\u0631\u0642 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0648\u062f\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631:<\/strong> \u0627\u0644\u062c\u0647\u0648\u062f \u0627\u0644\u0645\u0628\u0630\u0648\u0644\u0629 \u0644\u062a\u0639\u0632\u064a\u0632 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0641\u0633\u064a\u0631 Isolation Forest \u0648\u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0628\u0627\u0628 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0648\u0631\u0627\u0621 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0634\u0630\u0648\u0630.<\/li>\n<\/ul>\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 Isolation Forest<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0636\u0645\u0627\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a Isolation Forest\u060c \u064a\u0645\u0643\u0646 \u0644\u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0645\u062b\u0644 OneProxy \u062a\u0639\u0632\u064a\u0632 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644:<\/p>\n<ul>\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0648\u0635\u0648\u0644:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Isolation Forest \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0645\u0634\u0628\u0648\u0647\u0629 \u0623\u0648 \u0627\u0644\u0636\u0627\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0648\u0644 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u0645\u0646\u064a\u0629.<\/li>\n<li><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f Isolation Forest \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0634\u0631\u0639\u064a\u064a\u0646 \u0648\u0627\u0644\u0645\u0647\u0627\u062c\u0645\u064a\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0623\u0648 \u0634\u0628\u0643\u0627\u062a VPN \u0644\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u062a\u0647\u0645.<\/li>\n<li><strong>\u0643\u0634\u0641 \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0648\u0627\u0644\u0648\u0642\u0627\u064a\u0629 \u0645\u0646\u0647\u0627:<\/strong> \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Isolation Forest \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0648\u0645\u0646\u0639\u0647\u0627\u060c \u0645\u062b\u0644 \u0647\u062c\u0645\u0627\u062a DDoS \u0648\u0645\u062d\u0627\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u063a\u0627\u0634\u0645\u0629.<\/li>\n<\/ul>\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 Isolation Forest\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/cs.nju.edu.cn\/zhouzh\/zhouzh.files\/publication\/icdm08b.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0639\u0632\u0644 (\u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629)<\/a><\/li>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.ensemble.IsolationForest.html\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 Scikit-Learn \u062d\u0648\u0644 Isolation Forest<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/outlier-detection-with-isolation-forest-3d190448d45e\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u062d\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0632\u0644\u0629<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ar\/blog\/isolation-forest-enhanced-security\/\" target=\"_new\" rel=\"noopener\">\u0645\u062f\u0648\u0646\u0629 OneProxy \u2013 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0639\u0632\u0644 \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0623\u0645\u0627\u0646<\/a><\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u0623\u062d\u062f\u062b\u062a Isolation Forest \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0645 \u0646\u0647\u062c \u062c\u062f\u064a\u062f \u0648\u0641\u0639\u0627\u0644 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u0634\u0630\u0648\u0630\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0625\u0646 \u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647 \u0648\u0642\u0627\u0628\u0644\u064a\u062a\u0647 \u0644\u0644\u062a\u0648\u0633\u0639 \u0648\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u064a\u062c\u0639\u0644\u0647 \u0623\u062f\u0627\u0629 \u0642\u064a\u0645\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0623\u0645\u0627\u0646 \u0627\u0644\u062e\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644. \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0638\u0644 Isolation Forest \u0644\u0627\u0639\u0628\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0646 \u0639\u0628\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a.<\/p>","protected":false},"featured_media":505895,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477726","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Isolation Forest: An Innovative Approach to Anomaly Detection<\/mark>","faq_items":[{"question":"What is Isolation Forest and how does it work?","answer":"Isolation Forest is a machine learning algorithm used for anomaly detection. Unlike traditional methods, Isolation Forest isolates anomalies directly by recursively partitioning data points into subsets until each data point is in its own tree leaf. Shorter paths to isolation indicate anomalies, while longer paths represent normal instances."},{"question":"When was Isolation Forest introduced?","answer":"Isolation Forest was first introduced in 2008 by Fei Tony Liu, Kai Ming Ting, and Zhi-Hua Zhou in their paper \"Isolation-Based Anomaly Detection.\""},{"question":"What are the key features of Isolation Forest?","answer":"Isolation Forest is known for its efficiency, scalability, and robustness to outliers. It requires minimal parameter tuning and doesn't assume any specific data distribution."},{"question":"What are the types of Isolation Forest?","answer":"There are no distinct types, but some adaptations include Extended Isolation Forest, Incremental Isolation Forest, and Semi-Supervised Isolation Forest."},{"question":"How is Isolation Forest used for anomaly detection?","answer":"Isolation Forest finds applications in anomaly detection, intrusion detection, fraud detection, and quality control. It identifies outliers and anomalies in various datasets."},{"question":"What challenges might Isolation Forest face?","answer":"Isolation Forest might face challenges with high-dimensional data and data imbalance. Techniques like dimensionality reduction and threshold adjustments can address these issues."},{"question":"How does Isolation Forest compare to other anomaly detection methods?","answer":"Isolation Forest outperforms One-Class SVM and Local Outlier Factor in terms of efficiency, scalability, and outlier sensitivity."},{"question":"What is the future outlook for Isolation Forest?","answer":"The future of Isolation Forest may involve parallelization, hybrid approaches, and efforts to enhance interpretability for even better anomaly detection."},{"question":"How can proxy servers benefit from Isolation Forest?","answer":"Proxy servers can enhance security measures using Isolation Forest for anomaly detection in access logs, identifying proxies and VPNs, and preventing potential threats like DDoS attacks."}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477726","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":1,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477726\/revisions"}],"predecessor-version":[{"id":505896,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477726\/revisions\/505896"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/505895"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477726"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}