{"id":36278,"date":"2026-05-08T11:22:53","date_gmt":"2026-05-08T11:22:53","guid":{"rendered":"https:\/\/aisuperior.com\/?p=36278"},"modified":"2026-05-08T11:22:53","modified_gmt":"2026-05-08T11:22:53","slug":"predictive-analytics-in-telecom","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/predictive-analytics-in-telecom\/","title":{"rendered":"\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a: \u062f\u0644\u064a\u0644 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0644\u0639\u0627\u0645 2026"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639: <\/b><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639 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400;\">\u0628\u062d\u062b\u064c \u0646\u064f\u0634\u0631 \u0641\u064a \u0645\u062c\u0644\u0629 &quot;\u0641\u0631\u0648\u0646\u062a\u064a\u0631\u0632 \u0625\u0646 \u0623\u0631\u062a\u064a\u0641\u064a\u0634\u0627\u0644 \u0625\u0646\u062a\u0644\u064a\u062c\u0646\u0633&quot; \u062a\u0646\u0627\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u063a\u064a\u0651\u0631 \u0639\u0645\u0644\u0627\u0621 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a\u060c \u0648\u0648\u062c\u062f \u0623\u0646 \u062d\u0648\u0627\u0644\u064a 26.51% \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0642\u062f \u062a\u062e\u0644\u0651\u0648\u0627 \u0639\u0646 \u0627\u0644\u062e\u062f\u0645\u0629\u060c \u0645\u0645\u0627 \u0648\u0641\u0651\u0631 \u0623\u0633\u0627\u0633\u064b\u0627 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style=\"font-weight: 400;\">\u0643\u0634\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0648\u0645\u0646\u0639\u0647<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0643\u0628\u0651\u062f \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a - \u0645\u0646 \u0627\u062d\u062a\u064a\u0627\u0644 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643\u0627\u062a \u0648\u0628\u0637\u0627\u0642\u0627\u062a SIM \u0625\u0644\u0649 \u0625\u0633\u0627\u0621\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0631\u062a\u0641\u0639\u0629 - \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0633\u0646\u0648\u064a\u0627\u064b. 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\u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0623\u0646\u0638\u0645\u0629 \u062a\u062e\u0632\u064a\u0646 \u0645\u0648\u0632\u0639\u0629 (\u0628\u062d\u064a\u0631\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a) \u0648\u0623\u0637\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0623\u0641\u0642\u064a. \u0648\u062a\u0624\u0643\u062f \u0623\u0628\u062d\u0627\u062b \u0645\u0639\u0647\u062f \u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0648\u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a (IEEE) \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0639\u0644\u0649 \u0636\u0631\u0648\u0631\u0629 \u0648\u062c\u0648\u062f \u0623\u0637\u0631 \u0639\u0645\u0644 \u062a\u0639\u0645\u0644 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0647\u0627\u0626\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0639\u062f \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0645\u0645\u0627 \u064a\u062f\u0631\u0643\u0647 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0634\u063a\u0644\u064a\u0646 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629. \u0641\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0643\u062a\u0645\u0644\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0645\u062a\u0633\u0642\u0629 \u0623\u0648 \u0645\u0635\u0646\u0641\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626 \u062a\u064f\u0646\u062a\u062c \u062a\u0646\u0628\u0624\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642\u0629. \u0648\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a - \u0645\u0646 \u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062f\u0642\u064a\u0642 \u0648\u062a\u062d\u0648\u064a\u0644 \u0648\u0625\u062b\u0631\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 - \u062c\u0647\u062f\u064b\u0627 \u0623\u0643\u0628\u0631 \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0641\u0633\u0647.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u0648\u062c\u062f \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u062a\u0647\u064a\u0645\u0646 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a. \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0648\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062f\u0642\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629: <\/b><span style=\"font-weight: 400;\">\u0623\u0633\u0644\u0648\u0628 \u062a\u062c\u0645\u064a\u0639\u064a \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0639\u062f\u0629 \u0623\u0634\u062c\u0627\u0631 \u0642\u0631\u0627\u0631. \u064a\u062a\u0645\u064a\u0632 \u0628\u0623\u062f\u0627\u0621 \u0645\u0645\u062a\u0627\u0632 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0646\u0642\u0637\u0627\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u064a\u062a\u0639\u0627\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629. \u0648\u0642\u062f \u0623\u0628\u0631\u0632\u062a \u0623\u0628\u062d\u0627\u062b \u0645\u0639\u0647\u062f \u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0648\u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a (IEEE) \u0641\u0639\u0627\u0644\u064a\u062a\u0647 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0646\u0642\u0637\u0627\u0639 \u0639\u0645\u0644\u0627\u0621 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0622\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0627\u0639\u0645\u0629: <\/b><span style=\"font-weight: 400;\">\u0648\u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0645\u0639 \u0646\u0648\u0627\u0629 RBF\u060c \u062a\u062d\u0642\u0642 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a:<\/b><span style=\"font-weight: 400;\"> \u0628\u0633\u064a\u0637\u060c \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631\u060c \u0641\u0639\u0627\u0644 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0643\u0646\u0645\u0648\u0630\u062c \u0623\u0633\u0627\u0633\u064a. \u062d\u0642\u0642 \u062f\u0642\u0629 89% \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062e\u0644\u064a \u0639\u0646 \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: <\/b><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0645\u0637\u0644\u0648\u0628 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 (\u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0635\u064a\u0627\u0646\u0629)\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 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\u0627\u0644\u062d\u0627\u0644\u0629. \u0643\u0645\u0627 \u062a\u0642\u0627\u0648\u0645 \u0641\u0631\u0642 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0645\u0639\u062a\u0627\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0627\u0644\u0634\u062e\u0635\u064a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0644: \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0638\u0647\u0631 \u0642\u064a\u0645\u062a\u0647\u0627 \u0641\u064a \u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629 \u062a\u064f\u0639\u0632\u0632 \u0627\u0644\u0645\u0635\u062f\u0627\u0642\u064a\u0629. \u0641\u0639\u0646\u062f\u0645\u0627 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\u0648\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u062c\u0648\u062f \u0639\u0644\u0645\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0647\u0646\u062f\u0633\u064a \u062a\u0639\u0644\u0645 \u0622\u0644\u064a\u060c \u0648\u0645\u0647\u0646\u062f\u0633\u064a \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u062a\u0631\u062c\u0645\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u064a\u0631\u0628\u0637\u0648\u0646 \u0628\u064a\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629. \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0641\u062a\u0642\u0631 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0644: \u062a\u0648\u062c\u062f \u062b\u0644\u0627\u062b\u0629 \u062e\u064a\u0627\u0631\u0627\u062a - \u0627\u0644\u062a\u0648\u0638\u064a\u0641 (\u0645\u0643\u0644\u0641 \u0648\u0628\u0637\u064a\u0621)\u060c \u0623\u0648 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0627\u0644\u062d\u0627\u0644\u064a\u064a\u0646 (\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0627\u0644\u0645\u062a\u062d\u0645\u0633\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0627\u062a \u0627\u0644\u0643\u0645\u064a\u0629)\u060c \u0623\u0648 \u0627\u0644\u0634\u0631\u0627\u0643\u0629 \u0645\u0639 \u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u064a\u0645\u062a\u0644\u0643\u0648\u0646 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0635\u064a\u0627\u0646\u062a\u0647<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0644\u0646 \u064a\u064f\u062d\u0642\u0642 \u0646\u0645\u0648\u0630\u062c \u0645\u064f\u062f\u0631\u064e\u0651\u0628 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645 2024 \u0623\u062f\u0627\u0621\u064b \u062c\u064a\u062f\u064b\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645 2026 \u0625\u0630\u0627 \u062a\u063a\u064a\u0631 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0634\u0628\u0643\u0629 \u0623\u0648 \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642. \u062a\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u0648\u0647\u064a \u0645\u0634\u0643\u0644\u0629 \u062a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0644: \u062a\u0637\u0628\u064a\u0642 \u0646\u0638\u0627\u0645 \u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0633\u062a\u0645\u0631 \u0644\u062a\u062a\u0628\u0639 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0639\u0646\u062f \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0639\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u062d\u062f\u062f\u0629\u060c \u064a\u062a\u0645 \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u064a\u062c\u0628 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0643\u0623\u0646\u0638\u0645\u0629 \u062d\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0631\u0639\u0627\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0648\u0644\u064a\u0633\u062a \u0645\u0634\u0627\u0631\u064a\u0639 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u0627\u0644\u062a\u0639\u0645\u064a\u0645<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u062d\u0642\u0642 \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0634\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u064a\u062d\u062f\u062b \u0647\u0630\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0634\u0648\u064a\u0634 \u0648\u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0644: \u062a\u0642\u0633\u064a\u0645 \u062f\u0642\u064a\u0642 \u0644\u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062c\u0648\u0632\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645 \u064a\u0633\u0628\u0642 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0631\u0624\u064a\u062a\u0647\u0627. \u0639\u0646\u062f\u0645\u0627 \u064a\u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062f\u0642\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u062b\u064a\u0631 \u0644\u0644\u0631\u064a\u0628\u0629\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646\u0647 \u064a\u0639\u0627\u0646\u064a \u0645\u0646 \u0641\u0631\u0637 \u0627\u0644\u062a\u062e\u0635\u064a\u0635. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0628\u0633\u0637 \u0630\u0627\u062a \u062f\u0642\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0642\u0644 \u0642\u0644\u064a\u0644\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u062a\u062d\u062f\u064a<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062a\u0623\u062b\u064a\u0631<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0646\u0647\u062c \u0627\u0644\u062d\u0644<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0639\u0632\u0644\u0629 \u0639\u0628\u0631 \u0627\u0644\u0623\u0646\u0638\u0645\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u0624\u062f\u064a \u0639\u062f\u0645 \u0627\u0643\u062a\u0645\u0627\u0644 \u0639\u0631\u0636 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\/\u0627\u0644\u0634\u0628\u0643\u0629 \u0625\u0644\u0649 \u0627\u0644\u062d\u062f \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0645\u0646\u0635\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u062d\u062f\u0629 \u0645\u0639 \u0645\u0633\u0627\u0631\u0627\u062a \u062a\u0643\u0627\u0645\u0644<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0642\u0627\u0648\u0645\u0629 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0644\u0645 \u064a\u062a\u0645 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0646\u062c\u0627\u062d\u0647\u0627 \u0627\u0644\u062a\u0642\u0646\u064a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0637\u064a\u0627\u0631\u064a\u0646\u060c \u0648\u0623\u0638\u0647\u0631 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u060c \u0648\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u0631\u0639\u0627\u064a\u0629 \u062a\u0646\u0641\u064a\u0630\u064a\u0629.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u0647\u0627\u0631\u0627\u062a \u063a\u064a\u0631 \u0643\u0627\u0641\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062c\u0648\u062f\u0629 \u0646\u0645\u0648\u0630\u062c \u0631\u062f\u064a\u0626\u0629\u060c \u062f\u0648\u0631\u0627\u062a \u062a\u0637\u0648\u064a\u0631 \u0628\u0637\u064a\u0626\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0639\u0646 \u0628\u0645\u062a\u062e\u0635\u0635\u064a\u0646\u060c \u0623\u0648 \u0637\u0648\u0651\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0627\u0644\u062d\u0627\u0644\u064a\u064a\u0646\u060c \u0623\u0648 \u062a\u0639\u0627\u0648\u0646 \u0645\u0639 \u062c\u0647\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u062a\u062f\u0647\u0648\u0631 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u062a\u062f\u0631\u064a\u062c\u064a\u0627\u064b \u0641\u064a \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0622\u0644\u064a \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062f\u0642\u0629 \u062a\u062f\u0631\u064a\u0628 \u0639\u0627\u0644\u064a\u0629 \u0648\u0644\u0643\u0646 \u0623\u062f\u0627\u0621 \u0636\u0639\u064a\u0641 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0633\u0644\u064a\u0645\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0628\u0633\u0637\u060c \u0648\u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"font-weight: 400;\">\u0642\u064a\u0627\u0633 \u0627\u0644\u0646\u062c\u0627\u062d: \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0648\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0643\u064a\u0641 \u062a\u0639\u0631\u0641 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u0639\u0627\u0644\u0629\u061f<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0644\u0643\u0646 \u0625\u0644\u064a\u0643 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0642\u064a\u0633 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0624\u0627\u062a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u062f\u0642\u0629: <\/b><span style=\"font-weight: 400;\">\u0646\u0633\u0628\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629. \u0623\u0638\u0647\u0631 \u0627\u0644\u0628\u062d\u062b \u0623\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0646\u0642\u0637\u0627\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 84% \u064891%.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u062f\u0642\u0629: <\/b><span style=\"font-weight: 400;\">\u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u062a\u0648\u0642\u0641\u0648\u0627 \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u062f\u0645\u0629\u060c \u0645\u0627 \u0647\u064a \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0642\u0641\u062a \u0628\u0627\u0644\u0641\u0639\u0644\u061f \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0645\u0647\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u064a\u062a\u0630\u0643\u0631: <\/b><span style=\"font-weight: 400;\">\u0645\u0627 \u0647\u064a \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u062a\u0648\u0642\u0641\u0648\u0627 \u0639\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0634\u0631\u0643\u0629 \u0648\u0627\u0644\u0630\u064a\u0646 \u062a\u0645\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u062a\u062d\u062f\u064a\u062f\u0647\u0645\u061f \u064a\u0636\u0645\u0646 \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u064a \u0639\u062f\u0645 \u062a\u0641\u0648\u064a\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u0639\u0631\u0636\u064a\u0646 \u0644\u0644\u062e\u0637\u0631.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>F1-Score:<\/b><span style=\"font-weight: 400;\"> \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062a\u0648\u0627\u0641\u0642\u064a \u0644\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u060c \u0645\u0639 \u0645\u0631\u0627\u0639\u0627\u0629 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0643\u0644\u0627 \u0627\u0644\u062c\u0627\u0646\u0628\u064a\u0646.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ROC-AUC:<\/b><span style=\"font-weight: 400;\"> \u064a\u0642\u064a\u0633 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0639\u062a\u0628\u0629. \u0648\u0642\u062f \u062d\u0642\u0642 \u0646\u0645\u0648\u0630\u062c SVM \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0631\u062c\u0639\u064a \u0642\u064a\u0645\u0629 0.98 \u0641\u064a \u0645\u0624\u0634\u0631 ROC-AUC.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0644\u0643\u0646 \u0645\u0647\u0644\u0627\u064b. \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0644\u0627 \u062a\u0636\u0645\u0646 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0642\u064a\u0645\u0629 \u062a\u062c\u0627\u0631\u064a\u0629. \u0641\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u062a\u0645\u062a\u0639 \u0628\u062f\u0642\u0629 95% \u0648\u0627\u0644\u0630\u064a \u064a\u062d\u062f\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u0639\u0631\u0636\u064a\u0646 \u0644\u0644\u0627\u0646\u0633\u062d\u0627\u0628 \u064a\u0635\u0628\u062d \u0639\u062f\u064a\u0645 \u0627\u0644\u0641\u0627\u0626\u062f\u0629 \u0625\u0630\u0627 \u0644\u0645 \u062a\u0646\u062c\u062d \u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647\u0645 \u0641\u0639\u0644\u064a\u0627\u064b.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0642\u0627\u064a\u064a\u0633 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0623\u0639\u0645\u0627\u0644<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u062a\u0642\u064a\u0633 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0628\u0627\u062d \u0648\u0627\u0644\u062e\u0633\u0627\u0626\u0631:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0627\u0646\u062e\u0641\u0627\u0636 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062e\u0644\u064a \u0639\u0646 \u0627\u0644\u062e\u062f\u0645\u0629: <\/b><span style=\"font-weight: 400;\">\u0647\u0644 \u0627\u0646\u062e\u0641\u0636 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062e\u0644\u064a \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0628\u0639\u062f \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0639\u0645\u0644\u0627\u0621\u061f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0648\u0642\u062a \u0628\u064a\u0646 \u0627\u0644\u0623\u0639\u0637\u0627\u0644 (MTBF): <\/b><span style=\"font-weight: 400;\">\u0647\u0644 \u0633\u0627\u0647\u0645\u062a \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0641\u062a\u0631\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u064a\u0646 \u0623\u0639\u0637\u0627\u0644 \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0634\u0628\u0643\u0629\u061f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629:<\/b><span style=\"font-weight: 400;\"> \u0647\u0644 \u0633\u0627\u0647\u0645\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0632\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u0627\u062d\u0646\u0627\u062a\u060c \u0623\u0648 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0637\u0627\u0631\u0626\u0629\u060c \u0623\u0648 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u061f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0644\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645 (ARPU): <\/b><span style=\"font-weight: 400;\">\u0647\u0644 \u0633\u0627\u0647\u0645 \u0627\u0644\u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u0646\u0628\u0624\u064a \u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0628\u064a\u0639 \u0627\u0644\u0625\u0636\u0627\u0641\u064a \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0645\u062a\u0648\u0633\u0637 \u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u061f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 (ROI): <\/b><span style=\"font-weight: 400;\">\u0647\u0644 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u064f\u0648\u0644\u0651\u062f\u0629 \u062a\u0643\u0644\u0641\u0629 \u0628\u0646\u0627\u0621 \u0648\u062a\u0634\u063a\u064a\u0644 \u0645\u0646\u0635\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u061f<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0627\u062d\u0633\u0628 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0628\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u0642\u064a\u0627\u0633 (\u0627\u0646\u062e\u0641\u0627\u0636 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062e\u0644\u064a \u0639\u0646 \u0627\u0644\u062e\u062f\u0645\u0629\u060c \u0648\u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0635\u064a\u0627\u0646\u0629\u060c \u0648\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a) \u0645\u0639 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 (\u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0648\u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646\u060c \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a). \u062a\u0634\u064a\u0631 \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0642\u0637\u0627\u0639 \u0625\u0644\u0649 \u0623\u0646 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u062a\u062d\u0642\u0642 \u0639\u0627\u0626\u062f\u064b\u0627 \u0625\u064a\u062c\u0627\u0628\u064a\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u063a\u0636\u0648\u0646 12-24 \u0634\u0647\u0631\u064b\u0627 \u0639\u0646\u062f \u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0623\u062e\u0631\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0624\u0634\u0631 \u0631\u0626\u064a\u0633\u064a\u060c \u0625\u0630 \u064a\u0645\u0643\u0646\u0643 \u0642\u064a\u0627\u0633\u0647\u0627 \u0641\u0648\u0631\u0627\u064b. \u0623\u0645\u0627 \u0627\u0646\u062e\u0641\u0627\u0636 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062e\u0644\u064a \u0639\u0646 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u0647\u0648 \u0645\u0624\u0634\u0631 \u0645\u062a\u0623\u062e\u0631\u060c \u0625\u0630 \u064a\u0633\u062a\u063a\u0631\u0642 \u0638\u0647\u0648\u0631\u0647 \u0634\u0647\u0648\u0631\u0627\u064b.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0628\u0651\u0639 \u0643\u0644\u0627 \u0627\u0644\u0645\u0624\u0634\u0631\u064a\u0646. \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0628\u0633\u0631\u0639\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0624\u0643\u062f \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0623\u062e\u0631\u0629 \u0642\u064a\u0645\u0629 \u0627\u0644\u0639\u0645\u0644.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062f\u0639\u0648\u0646\u0627 \u0646\u0648\u0636\u062d \u0628\u0639\u0636 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0631\u0642\u0644 \u0639\u0645\u0644 \u0627\u0644\u0645\u0634\u063a\u0644\u064a\u0646.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062e\u0631\u0627\u0641\u0629: \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u062a\u0648\u0641\u0631 \u064a\u0642\u064a\u0646\u0627\u064b \u062a\u0627\u0645\u0627\u064b<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u064a\u0648\u062c\u062f \u0646\u0645\u0648\u0630\u062c \u064a\u062a\u0646\u0628\u0623 \u0628\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0628\u062f\u0642\u0629 100%. \u062d\u062a\u0649 \u0623\u062d\u062f\u062b \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0631\u062a\u0643\u0628 \u0623\u062e\u0637\u0627\u0621\u064b.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0647\u062f\u0641 \u0644\u064a\u0633 \u0627\u0644\u0643\u0645\u0627\u0644\u060c \u0628\u0644 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0641\u0636\u0644. \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0646\u0642\u0637\u0627\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u062f\u0642\u0629 85%\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0640 40% \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u0639\u0631\u0636\u064a\u0646 \u0644\u0644\u062e\u0637\u0631\u060c \u064a\u0642\u062f\u0645 \u0642\u064a\u0645\u0629 \u0647\u0627\u0626\u0644\u0629 \u0631\u063a\u0645 \u0623\u0646\u0647 \u064a\u062e\u0637\u0626 \u0641\u064a 15% \u0645\u0646 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0648\u0644\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0625\u0646\u0642\u0627\u0630 \u0643\u0644 \u0639\u0645\u064a\u0644.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062e\u0631\u0627\u0641\u0629: \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0639\u0646\u064a \u062f\u0627\u0626\u0645\u0627\u064b \u0646\u0645\u0627\u0630\u062c \u0623\u0641\u0636\u0644<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0647\u0645 \u0645\u0646 \u0643\u0645\u064a\u062a\u0647\u0627. \u0625\u0646 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0643\u062a\u0645\u0644\u0629 \u0623\u0648 \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0630\u0627\u062a \u0635\u0644\u0629 \u0644\u0627 \u064a\u062d\u0633\u0646 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0623\u0641\u0636\u0644: \u0627\u0628\u062f\u0623 \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0638\u064a\u0641\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0645\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0623\u062b\u0628\u062a \u0627\u0644\u0642\u064a\u0645\u0629. \u062b\u0645 \u0642\u0645 \u0628\u062a\u0648\u0633\u064a\u0639 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u062c\u064a\u0627\u064b\u060c \u0645\u0639 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646 \u0643\u0644 \u0625\u0636\u0627\u0641\u0629 \u062a\u064f\u062d\u0633\u0651\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062e\u0631\u0627\u0641\u0629: \u0628\u0645\u062c\u0631\u062f \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0639\u0645\u0644 \u0625\u0644\u0649 \u0627\u0644\u0623\u0628\u062f \u062f\u0648\u0646 \u0635\u064a\u0627\u0646\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u063a\u064a\u0631 \u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u062a\u062a\u0637\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a. \u062a\u062a\u063a\u064a\u0631 \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642. \u062a\u0635\u0628\u062d \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u0642\u062f\u064a\u0645\u0629 \u0628\u0627\u0644\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062b. \u062e\u0635\u0635 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0644\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0623\u0648\u0644\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062e\u0631\u0627\u0641\u0629: \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0633\u064a\u062d\u0644 \u0645\u062d\u0644 \u0639\u0645\u0644\u064a\u0629 \u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0628\u0634\u0631\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0639\u0632\u0632 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0627\u0644\u062d\u0643\u0645 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0644\u0627 \u0623\u0646 \u062a\u062d\u0644 \u0645\u062d\u0644\u0647. \u062a\u062d\u062f\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u062a\u064f\u0634\u064a\u0631 \u0625\u0644\u0649 \u0627\u0644\u0645\u062e\u0627\u0637\u0631. \u0648\u064a\u062a\u062e\u0630 \u0627\u0644\u0628\u0634\u0631 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0634\u0623\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0648\u0627\u062c\u0628 \u0627\u062a\u062e\u0627\u0630\u0647\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0642\u062f \u064a\u064f\u062d\u062f\u062f 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400;\">\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0644\u0649 \u0623\u064a\u0646 \u062a\u062a\u062c\u0647 \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u061f<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u062f\u0623\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u060c \u0645\u062b\u0644 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\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u064a \u0627\u062e\u062a\u0631\u062a\u0647\u0627\u061f \u0647\u0644 \u0647\u064a \u0645\u062a\u0627\u062d\u0629 \u0648\u0646\u0638\u064a\u0641\u0629 \u0648\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0627\u0641\u064d\u061f<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0643\u062a\u0634\u0641 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0634\u063a\u0644\u064a\u0646 \u0623\u0646\u0647\u0645 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0625\u0644\u0649 3-6 \u0623\u0634\u0647\u0631 \u0645\u0646 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0628\u0644 \u0623\u0646 \u064a\u062a\u0645\u0643\u0646\u0648\u0627 \u0645\u0646 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0636\u0639 \u0647\u0630\u0627 \u0641\u064a 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400;\">\u064a\u064f\u062a\u064a\u062d \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0623\u0642\u0635\u0649 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u062a\u062e\u0635\u064a\u0635\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a. \u0623\u0645\u0627 \u0627\u0644\u0645\u0648\u0631\u062f\u0648\u0646 \u0641\u064a\u064f\u0642\u062f\u0645\u0648\u0646 \u0646\u0634\u0631\u064b\u0627 \u0623\u0633\u0631\u0639\u060c \u0648\u0644\u0643\u0646 \u0628\u0645\u0631\u0648\u0646\u0629 \u0623\u0642\u0644. \u0648\u062a\u062c\u0645\u0639 \u0627\u0644\u0634\u0631\u0627\u0643\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0648\u0646\u0642\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u0648\u062c\u062f \u0625\u062c\u0627\u0628\u0629 \u0635\u062d\u064a\u062d\u0629 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645 - \u064a\u062c\u0628 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0646\u0647\u062c \u0645\u0639 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629: \u0627\u0628\u062f\u0623 \u0628\u0637\u064a\u0627\u0631<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0639\u0644\u0649 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\u064a\u062c\u0628 \u062a\u062a\u0628\u0639 \u0643\u0644 \u0645\u0646 \u0645\u0624\u0634\u0631\u0627\u062a \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 5: \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u064f\u0646\u062a\u062c \u062a\u0646\u0628\u0624\u0627\u062a \u062f\u0648\u0646 \u0623\u0646 \u062a\u064f\u062d\u0641\u0632 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u062a\u064f\u0647\u062f\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u0644\u0630\u0627\u060c \u064a\u062c\u0628 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decoding=\"async\" class=\"alignnone size-full wp-image-35586\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/Superior.webp\" alt=\"\" width=\"434\" height=\"116\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/Superior.webp 434w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/Superior-300x80.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/Superior-18x5.webp 18w\" sizes=\"(max-width: 434px) 100vw, 434px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0648\u0642\u0639 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0648\u0642\u0641 \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u0648\u0642\u0641 \u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0645\u0628\u0643\u0631\u0627\u064b<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u0638\u0647\u0631 \u0645\u0634\u0643\u0644\u0627\u062a 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Superior \u0639\u0644\u0649 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u062f\u0627\u062e\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0646\u0645\u0627\u0630\u062c \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0646\u0642\u0637\u0627\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643\u0647\u0645<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u0628\u0643\u0631 \u0639\u0646 \u0645\u062e\u0627\u0637\u0631 \u0623\u062f\u0627\u0621 \u0627\u0644\u0634\u0628\u0643\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0644\u064a\u0644 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style=\"font-weight: 400;\">\u062a\u062d\u062f\u062b \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0641\u0648\u0642<\/span><\/a><span style=\"font-weight: 400;\"> \u0648\u0627\u0637\u0644\u0639 \u0639\u0644\u0649 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0623\u0646 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062e\u0644\u064a \u0639\u0646 \u0627\u0644\u062e\u062f\u0645\u0629 \u0648\u062a\u062d\u0645\u064a \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/span><\/h2>\n<div class=\"schema-faq-code\">\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a 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\u0633\u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Quick Summary: Predictive analytics in telecom uses machine learning and AI to forecast network failures, identify churn-prone customers, optimize resource allocation, and improve service quality. Telecom operators leveraging predictive models can reduce operational costs, prevent downtime before it happens, and deliver personalized customer experiences that drive retention and revenue growth. &nbsp; Telecom networks are drowning [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":36280,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-36278","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Predictive Analytics in Telecom: 2026 Guide &amp; Use Cases<\/title>\n<meta name=\"description\" content=\"Discover how predictive analytics transforms telecom operations\u2014reducing churn, preventing network failures, optimizing resources. 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