{"id":475859,"date":"2023-08-09T07:23:51","date_gmt":"2023-08-09T07:23:51","guid":{"rendered":""},"modified":"2023-09-05T11:11:25","modified_gmt":"2023-09-05T11:11:25","slug":"anomaly-detection","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/anomaly-detection\/","title":{"rendered":"\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a"},"content":{"rendered":"<p>\u064a\u0634\u064a\u0631 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u0648\u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u060c \u0625\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0646\u062d\u0631\u0641 \u0628\u0634\u0643\u0644 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\u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a<\/strong>: \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062f\u0645\u062c \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u0648\u064a\u062a\u0645 \u0630\u0644\u0643 \u0639\u0627\u062f\u0629\u064b \u0639\u0646 \u0637\u0631\u064a\u0642 \u062d\u0633\u0627\u0628 \u0627\u0646\u062d\u0631\u0627\u0641 \u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0637\u0628\u064a\u0639\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0634\u0630\u0648\u0630<\/strong>: \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0647\u064a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062d\u062f\u064a\u062f\u0647\u0627 \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062d\u0627\u0644\u0627\u062a \u0634\u0627\u0630\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0623\u0645 \u0645\u062c\u0631\u062f \u0646\u0642\u0627\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0639\u0627\u062f\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630<\/h2>\n<p>\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u062a\u062c\u0639\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630 \u0645\u0641\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635:<\/p>\n<ol>\n<li><strong>\u0628\u0631\u0627\u0639\u0647<\/strong>: \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u0628\u0643\u0631<\/strong>: \u064a\u0645\u0643\u0646\u0647\u0645 \u063a\u0627\u0644\u0628\u064b\u0627 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0645\u0628\u0643\u0631\u064b\u0627 \u0642\u0628\u0644 \u0623\u0646 \u062a\u062a\u0641\u0627\u0642\u0645.<\/li>\n<li><strong>\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0636\u0648\u0636\u0627\u0621<\/strong>: \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0648\u0642\u0627\u0626\u064a\u0629<\/strong>: \u0623\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0623\u0633\u0627\u0633\u0627 \u0644\u0644\u0639\u0645\u0644 \u0627\u0644\u0648\u0642\u0627\u0626\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0625\u0646\u0630\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0631\u0629.<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0637\u0631\u0642 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630<\/h2>\n<p>\u0647\u0646\u0627\u0643 \u0637\u0631\u0642 \u0639\u062f\u064a\u062f\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0637\u0631\u0642 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0645\u0646 \u0623\u0643\u062b\u0631\u0647\u0627 \u0634\u064a\u0648\u0639\u064b\u0627:<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\">\u0637\u0631\u064a\u0642\u0629<\/th>\n<th style=\"text-align: left;\">\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">\u0625\u062d\u0635\u0627\u0626\u064a\u0629<\/td>\n<td style=\"text-align: left;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629.<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u062a\u062d\u062a \u0627\u0644\u0625\u0634\u0631\u0627\u0641<\/td>\n<td style=\"text-align: left;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629.<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0634\u0628\u0647 \u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0631\u0642\u0627\u0628\u0629<\/td>\n<td style=\"text-align: left;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0632\u064a\u062c\u064b\u0627 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628.<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u063a\u064a\u0631 \u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0631\u0642\u0627\u0628\u0629<\/td>\n<td style=\"text-align: left;\">\u0644\u0627 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u062a\u0633\u0645\u064a\u0627\u062a \u0644\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0643\u0634\u0641 \u0627\u0644\u0634\u0630\u0648\u0630<\/h2>\n<p>\u0643\u0634\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0644\u0647 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642:<\/p>\n<ol>\n<li><strong>\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/strong>: \u062a\u062d\u062f\u064a\u062f \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0629 \u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u062f\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0647\u062c\u0648\u0645 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a.<\/li>\n<li><strong>\u0627\u0644\u0631\u0639\u0627\u0649\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/strong>: \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u0631\u0636\u0649 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0635\u062d\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u063a\u0634<\/strong>: \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646 \u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0644\u0645\u0646\u0639 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644.<\/li>\n<\/ol>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0644\u0644\u0623\u0646\u0645\u0627\u0637\u060c \u0648\u0635\u0639\u0648\u0628\u0629 \u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629. \u0648\u064a\u062c\u0631\u064a \u062d\u0627\u0644\u064a\u064b\u0627 \u062a\u0637\u0648\u064a\u0631 \u062d\u0644\u0648\u0644 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u062a\u0643\u064a\u0641\u064b\u0627 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630.<\/p>\n<h2>\u0643\u0634\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0645\u0642\u0627\u0628\u0644 \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0639 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\">\u0634\u0631\u0637<\/th>\n<th style=\"text-align: left;\">\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a<\/td>\n<td style=\"text-align: left;\">\u064a\u062d\u062f\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u062a\u0648\u0642\u0639.<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637<\/td>\n<td style=\"text-align: left;\">\u064a\u062d\u062f\u062f \u0648\u064a\u0635\u0646\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0645\u0627\u062b\u0644\u0629.<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0643\u0634\u0641 \u0627\u0644\u062a\u0633\u0644\u0644<\/td>\n<td style=\"text-align: left;\">\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0645\u0635\u0645\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630<\/h2>\n<p>\u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u0633\u062a\u0641\u064a\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0642\u062f \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0644\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629. \u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u064b\u0627 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u062d\u064a\u062b \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u0648\u0627\u0642\u0628 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/p>\n<h2>\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0648\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u064a\u0636\u064b\u0627 \u0645\u0646 \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\u0623\u0646 \u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u062a\u0639\u0645\u0644 \u0643\u0648\u0633\u064a\u0637 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u064a\u0646 \u0648\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0623\u0648 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u064a \u064a\u0635\u0644\u0648\u0646 \u0625\u0644\u064a\u0647\u0627\u060c \u0641\u064a\u0645\u0643\u0646\u0647\u0645 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0641\u064a \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0630\u0644\u0643 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629\u060c \u0645\u062b\u0644 \u0647\u062c\u0645\u0627\u062a DDoS \u0623\u0648 \u0623\u0634\u0643\u0627\u0644 \u0623\u062e\u0631\u0649 \u0645\u0646 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0636\u0627\u0631\u0629. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u0625\u062f\u0627\u0631\u0629 \u0623\u0646\u0645\u0627\u0637 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u062f\u064a\u0629\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0645.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<ol>\n<li><a href=\"https:\/\/towardsdatascience.com\/anomaly-detection-techniques-and-solutions-ec6c48d26dad\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u062d\u0644\u0648\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3356267\" target=\"_new\" rel=\"noopener nofollow\">\u0643\u0634\u0641 \u0627\u0644\u0634\u0630\u0648\u0630: \u0645\u0633\u062d<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/8509219\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0629<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2002.08644\" target=\"_new\" rel=\"noopener nofollow\">\u0643\u0634\u0641 \u0627\u0644\u0634\u0630\u0648\u0630: \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/a><\/li>\n<\/ol>","protected":false},"featured_media":467546,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475859","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Anomaly Detection: A Comprehensive Overview<\/mark>","faq_items":[{"question":"What is anomaly detection?","answer":"<p>Anomaly detection, also known as outlier detection, is the process of identifying data patterns that significantly deviate from expected behavior. These anomalies can provide critical information in various domains, including fraud detection, network security, and system health monitoring.<\/p>"},{"question":"How did anomaly detection originate?","answer":"<p>The concept of anomaly detection originated from the work of statisticians in the early 19th century for quality control in manufacturing processes. It was later adopted in the field of computer science and cybernetics in the 1960s and 1970s to detect anomalous patterns in datasets.<\/p>"},{"question":"What is the underlying mechanism of anomaly detection?","answer":"<p>The fundamental structure of anomaly detection involves three primary steps: Model Building, Anomaly Detection, and Anomaly Evaluation. The \"normal\" behavior is modeled first, then the built model is used to identify anomalies in new data, and finally, the identified anomalies are evaluated.<\/p>"},{"question":"What are some key features of anomaly detection?","answer":"<p>Key features of anomaly detection include versatility across domains, early problem detection, reducing noise to improve data quality, and providing a basis for preventive action by offering early warnings.<\/p>"},{"question":"What are the types of anomaly detection methods?","answer":"<p>Anomaly detection methods can be categorized as Statistical, Supervised, Semi-supervised, and Unsupervised. Statistical methods use statistical tests to detect anomalies, while the others involve machine learning techniques with varying levels of human supervision.<\/p>"},{"question":"How is anomaly detection applied practically?","answer":"<p>Anomaly detection has wide applications in Cybersecurity (unusual network traffic detection), Healthcare (identifying anomalies in patient records), and Fraud Detection (detecting unusual credit card transactions). It's also used in proxy servers to identify unusual patterns in network traffic.<\/p>"},{"question":"How does anomaly detection relate to proxy servers?","answer":"<p>Since proxy servers act as intermediaries between end users and the websites they access, they can use anomaly detection techniques to identify unusual patterns in network traffic. This can help in identifying potential threats and improve their load balancing and overall performance.<\/p>"},{"question":"What is the future of anomaly detection?","answer":"<p>The future of anomaly detection is likely to be influenced by advancements in artificial intelligence and machine learning. These could involve using deep learning techniques to build more accurate models of normal behavior and detect anomalies, and applying reinforcement learning where systems learn to make decisions based on the consequences of past actions.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/475859","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\/475859\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/467546"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=475859"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}