{"id":476812,"date":"2023-08-09T07:36:15","date_gmt":"2023-08-09T07:36:15","guid":{"rendered":""},"modified":"2023-09-05T11:13:29","modified_gmt":"2023-09-05T11:13:29","slug":"differential-privacy","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/differential-privacy\/","title":{"rendered":"\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a"},"content":{"rendered":"<h2>\u0645\u0639\u0631\u0641\u06cc<\/h2>\n<p>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0627\u062f\u0644 \u0628\u06cc\u0646 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0631\u06cc 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\u0647\u0627<\/strong>: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0642\u06cc\u0642 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0628\u0647 \u062e\u0637\u0631 \u0627\u0646\u062f\u0627\u062e\u062a\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0627\u0641\u0631\u0627\u062f \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0686\u0627\u0631\u0686\u0648\u0628 \u0631\u0633\u0645\u06cc<\/strong>: \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062d\u06a9\u0645 \u0648 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0637\u062d \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0634\u062f\u0647<\/strong>: \u0633\u0637\u062d \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u062d\u0633\u0627\u0633\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a<\/h2>\n<p>\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f. \u0627\u0646\u0648\u0627\u0639 \u0627\u0635\u0644\u06cc \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0644\u0627\u067e\u0644\u0627\u0633<\/td>\n<td>\u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644\u060c \u0646\u0648\u06cc\u0632 \u0644\u0627\u067e\u0644\u0627\u0633 \u0631\u0627 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0646\u0645\u0627\u06cc\u06cc<\/td>\n<td>\u0628\u0627 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0631\u0627 \u0627\u0632 \u0645\u06cc\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0646\u0647\u0627 \u0641\u0639\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0627\u0633\u062e \u062a\u0635\u0627\u062f\u0641\u06cc<\/td>\n<td>\u062f\u0631 \u0646\u0638\u0631\u0633\u0646\u062c\u06cc\u200c\u0647\u0627 \u0648 \u0646\u0638\u0631\u0633\u0646\u062c\u06cc\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u0647 \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0648\u062f\u0646 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/h2>\n<p>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0631\u0627 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f \u0648 \u0627\u0632 \u0631\u0639\u0627\u06cc\u062a \u0645\u0642\u0631\u0631\u0627\u062a \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062a\u0639\u062f\u062f \u0628\u062f\u0648\u0646 \u0628\u0647 \u062e\u0637\u0631 \u0627\u0646\u062f\u0627\u062e\u062a\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0641\u0639\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u062c\u0631\u0627\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u062f\u0642\u062a \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0645\u0639\u0631\u0641\u06cc \u0646\u0648\u06cc\u0632 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u062f\u0642\u062a \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0646\u062a\u0627\u06cc\u062c \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>Privacy-Utility Trade-off<\/strong>: \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0627\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0628\u06cc\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0628\u0632\u0627\u0631 \u062f\u0627\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0628\u0627\u0634\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0627\u063a\u0644\u0628 \u0645\u0646\u062c\u0631 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0633\u0648\u062f\u0645\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u06af\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u0627\u0646\u0628\u062f\u0627\u0631\u0627\u0646\u0647 \u06cc\u0627 \u062a\u0628\u0639\u06cc\u0636 \u0622\u0645\u06cc\u0632 \u0628\u0627\u0634\u062f\u060c \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0648\u062b\u0631 \u0646\u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644<\/th>\n<th>\u0646\u0627\u0634\u0646\u0627\u0633 \u0633\u0627\u0632\u06cc<\/th>\n<th>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0647\u0645\u0645\u0648\u0631\u0641\u06cc\u06a9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u0639\u0631\u06cc\u0641 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/td>\n<td>\u06af\u0627\u0631\u0627\u0646\u062a\u06cc \u062f\u0642\u06cc\u0642 \u0631\u06cc\u0627\u0636\u06cc<\/td>\n<td>\u0645\u062a\u0641\u0627\u0648\u062a \u0648 \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647<\/td>\n<td>\u0642\u0648\u06cc\u060c \u0627\u0645\u0627 \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0646\u0648\u06cc\u0632 \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a \u0646\u0627\u067e\u0630\u06cc\u0631<\/td>\n<td>\u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0642\u062a \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u062f\u0642\u062a \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f<\/td>\n<td>\u062f\u0642\u062a \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0642\u062f\u0627\u0631\u06cc \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 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\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/h2>\n<p>\u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f. \u062a\u0644\u0627\u0634\u200c\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0628\u0631 \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc\u060c \u06a9\u0627\u0647\u0634 \u062a\u0623\u062b\u06cc\u0631 \u0646\u0648\u06cc\u0632 \u0628\u0631 \u062f\u0642\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u06af\u0633\u062a\u0631\u0634 \u062f\u0627\u0645\u0646\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a.<\/p>\n<h2>\u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 OneProxy\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u062f\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u0646\u062f. \u0628\u0627 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0648\u0627\u0633\u0637\u0647\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0646\u0627\u0634\u0646\u0627\u0633 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0627\u0641\u0631\u0627\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0634\u0645\u0646\u0627\u0646 \u0633\u062e\u062a\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0627\u0636\u0627\u0641\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0641\u0639\u0627\u0644\u06cc\u062a \u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u062e\u0648\u062f \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.cis.upenn.edu\/~aaroth\/Papers\/privacybook.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a: \u0627\u0635\u0648\u0644<\/a> - \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u062c\u0627\u0645\u0639 \u0628\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a.<\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ir\/how-it-works\/\" target=\"_new\" rel=\"noopener\">OneProxy: \u0686\u06af\u0648\u0646\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u0646\u062f<\/a> \u2013 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc OneProxy \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u0622\u0646\u0644\u0627\u06cc\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f \u0628\u06cc\u0634\u062a\u0631 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f.<\/li>\n<\/ul>\n<h2>\u0646\u062a\u06cc\u062c\u0647<\/h2>\n<p>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0646\u06af\u0631\u0627\u0646\u06cc \u0647\u0627\u06cc \u0631\u0648 \u0628\u0647 \u0631\u0634\u062f \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0627\u0645\u0631\u0648\u0632\u06cc \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f. \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0631\u0633\u0645\u06cc \u0628\u0631\u0627\u06cc \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0645\u0639\u0631\u0641\u06cc \u0646\u0648\u06cc\u0632 \u0628\u0627 \u062f\u0642\u062a \u06a9\u0627\u0644\u06cc\u0628\u0631\u0647 \u0634\u062f\u0647\u060c \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062a\u0641\u0627\u0636\u0644\u06cc \u0627\u0645\u06a9\u0627\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0627\u0641\u0631\u0627\u062f \u0645\u062d\u0627\u0641\u0638\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0628\u0627 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f \u062a\u0627 \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0648 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f \u0648 \u0645\u062d\u06cc\u0637 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u0627\u0645\u0646\u200c\u062a\u0631 \u0648 \u0645\u0637\u0645\u0626\u0646\u200c\u062a\u0631\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u0646\u062f.<\/p>","protected":false},"featured_media":468216,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476812","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Differential Privacy: Ensuring Privacy in an Interconnected World<\/mark>","faq_items":[{"question":"What is Differential Privacy?","answer":"<p>Differential privacy is a concept in data privacy that aims to protect individual information while allowing for meaningful analysis of data. It ensures that the presence or absence of an individual's data does not significantly impact the results of a query on a database. This provides a strong privacy guarantee, safeguarding sensitive information in an increasingly connected world.<\/p>"},{"question":"How did Differential Privacy originate?","answer":"<p>Differential privacy was first formally introduced in a 2006 paper by Cynthia Dwork, Frank McSherry, Kobbi Nissim, and Adam Smith. However, the idea of privacy in statistical databases can be traced back to the 1970s when early efforts were made to protect individual data in aggregate analyses.<\/p>"},{"question":"How does Differential Privacy work?","answer":"<p>At its core, differential privacy introduces controlled noise or randomness to the data before analysis. By calibrating the amount of noise based on data sensitivity, it ensures that no specific individual's information is disclosed while maintaining statistical accuracy.<\/p>"},{"question":"What are the key features of Differential Privacy?","answer":"<ul><li>Strong Privacy Guarantee: Differential privacy offers a rigorous mathematical definition of privacy protection.<\/li><li>Data Aggregation: It allows for accurate analysis of aggregated data without compromising individual privacy.<\/li><li>Formal Framework: Provides a solid and well-defined framework for privacy protection in various scenarios.<\/li><li>Parameterized Privacy Level: The level of privacy can be adjusted based on the application and data sensitivity.<\/li><\/ul>"},{"question":"What are the types of Differential Privacy?","answer":"<p>Differential privacy can be implemented using various approaches, including:<\/p><ol><li>Laplace Mechanism: Adds Laplace noise to numerical data to achieve privacy.<\/li><li>Exponential Mechanism: Enables selection among outputs while preserving privacy.<\/li><li>Randomized Response: Used in surveys to allow respondents to introduce randomness in their answers.<\/li><\/ol>"},{"question":"How is Differential Privacy used, and what challenges does it face?","answer":"<p>Differential privacy finds applications in data analysis, machine learning, and more. However, challenges include maintaining data accuracy, managing the privacy-utility trade-off, and addressing biases in the data. Ensuring privacy without sacrificing data utility is an ongoing challenge.<\/p>"},{"question":"How does Differential Privacy compare to other privacy techniques?","answer":"<p>Here's a comparison:<\/p><table><thead><tr><th>Technique<\/th><th>Differential Privacy<\/th><th>Anonymization<\/th><th>Homomorphic Encryption<\/th><\/tr><\/thead><tbody><tr><td>Privacy Definition<\/td><td>Precise mathematical guarantee<\/td><td>Varies and context-dependent<\/td><td>Strong, but context-dependent<\/td><\/tr><tr><td>Data Alteration<\/td><td>Adds controlled noise<\/td><td>Irreversible data transformation<\/td><td>Allows computation on encrypted data<\/td><\/tr><tr><td>Data Accuracy<\/td><td>May impact accuracy<\/td><td>Preserves accuracy<\/td><td>May introduce some computational loss<\/td><\/tr><tr><td>Query Flexibility<\/td><td>Some restrictions on queries<\/td><td>Limited by anonymization technique<\/td><td>Supports various operations on encrypted data<\/td><\/tr><\/tbody><\/table>"},{"question":"What does the future hold for Differential Privacy?","answer":"<p>As technology advances, differential privacy is expected to play a significant role in data privacy. Efforts are focused on improving the efficiency of privacy-preserving algorithms, reducing noise impact on data accuracy, and expanding the scope of differentially private applications.<\/p>"},{"question":"How are proxy servers related to Differential Privacy?","answer":"<p>Proxy servers, like OneProxy's, complement Differential Privacy by adding an extra layer of anonymity to online activities. They route internet traffic through intermediary servers, enhancing privacy and security while using the principles of Differential Privacy to protect sensitive data.<\/p><p>For more information, you can visit the following links:<\/p><ul><li><a href=\"https:\/\/www.cis.upenn.edu\/~aaroth\/Papers\/privacybook.pdf\" target=\"_new\">Differential Privacy: The Basics<\/a><\/li><li><a href=\"https:\/\/oneproxy.pro\/how-it-works\" target=\"_new\">OneProxy: How Proxy Servers Ensure Anonymity<\/a><\/li><\/ul>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476812","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476812\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468216"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=476812"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}