{"id":1641,"date":"2023-04-03T14:56:59","date_gmt":"2023-04-03T14:56:59","guid":{"rendered":"https:\/\/securitybriefing.net\/?p=1641"},"modified":"2023-04-03T14:56:59","modified_gmt":"2023-04-03T14:56:59","slug":"su-dung-tri-tue-nhan-tao-cho-phan-tich-hanh-vi-nguoi-dung-va-thuc-the-ueba","status":"publish","type":"post","link":"https:\/\/securitybriefing.net\/vi\/tri-tue-nhan-tao\/su-dung-tri-tue-nhan-tao-cho-phan-tich-hanh-vi-nguoi-dung-va-thuc-the-ueba\/","title":{"rendered":"S\u1eed d\u1ee5ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 th\u1ef1c th\u1ec3 (UEBA)"},"content":{"rendered":"<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 an ninh m\u1ea1ng l\u00e0 hai thu\u1eadt ng\u1eef ng\u00e0y c\u00e0ng quan tr\u1ecdng trong th\u1eddi \u0111\u1ea1i k\u1ef9 thu\u1eadt s\u1ed1 ng\u00e0y nay. Trong khi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 s\u1ef1 m\u00f4 ph\u1ecfng tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi trong c\u00e1c m\u00e1y m\u00f3c c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u00e0 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, th\u00ec an ninh m\u1ea1ng b\u1ea3o v\u1ec7 h\u1ec7 th\u1ed1ng v\u00e0 th\u00f4ng tin k\u1ef9 thu\u1eadt s\u1ed1 kh\u1ecfi truy c\u1eadp tr\u00e1i ph\u00e9p, tr\u1ed9m c\u1eafp v\u00e0 h\u01b0 h\u1ea1i. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong an ninh m\u1ea1ng c\u00f3 th\u1ec3 c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1ch c\u00e1c c\u00f4ng ty b\u1ea3o v\u1ec7 m\u00ecnh kh\u1ecfi c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng.<\/p>\n\n\n\n<p>N\u0103m 2023, cho th\u1ea5y r\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 s\u1ebd ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n kh\u00f4ng ng\u1eebng trong vi\u1ec7c ph\u00e1t tri\u1ec3n, \u1ee9ng d\u1ee5ng, ch\u1ea5p nh\u1eadn v\u00e0 \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn b\u1edfi t\u1ea5t c\u1ea3 c\u00e1c ng\u00e0nh ngh\u1ec1 v\u00e0 x\u00e3 h\u1ed9i. V\u00ec l\u00fd do n\u00e0y, v\u00e0 \u0111\u1ec3 b\u1ea1n n\u1eafm b\u1eaft tr\u01b0\u1edbc m\u1ecdi ng\u01b0\u1eddi v\u1ec1 m\u1ecdi th\u1ee9 s\u1ebd ch\u1edd \u0111\u1ee3i ch\u00fang ta v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng c\u1ee5 th\u1ec3 trong an ninh m\u1ea1ng, ch\u00fang t\u00f4i d\u1ef1 \u0111o\u00e1n vi\u1ec7c s\u1eed d\u1ee5ng ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 th\u1ef1c th\u1ec3 s\u1ebd \u0111\u00e1nh d\u1ea5u c\u00e1c d\u00f2ng ch\u00ednh c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y trong n\u0103m 2023 v\u00e0 nh\u1eefng n\u0103m t\u1edbi. B\u1eaft \u0111\u1ea7u n\u00e0o! B\u1ea1n c\u00f3 mu\u1ed1n b\u1ecf l\u1ee1 ch\u00fang kh\u00f4ng?<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"applications-of-artificial-intelligence-in-cybersecurity\">\u1ee8ng d\u1ee5ng c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong An ninh m\u1ea1ng<\/h2>\n\n\n<p>Ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng hi\u1ec7u qu\u1ea3 c\u1ee7a m\u00e1y m\u00f3c ti\u1ebfp t\u1ee5c g\u00e2y ra t\u1ed5n th\u1ea5t n\u0103ng su\u1ea5t \u0111\u00e1ng k\u1ec3 cho c\u00e1c c\u00f4ng ty. Khi ch\u00fang ta ti\u1ebfn v\u00e0o n\u0103m 2023 v\u00e0 xa h\u01a1n n\u1eefa, an ninh m\u1ea1ng v\u1eabn l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u c\u1ee7a t\u1ed5 ch\u1ee9c. C\u00e1c d\u1ef1 \u0111o\u00e1n quan tr\u1ecdng c\u1ea7n l\u01b0u \u00fd bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>60% t\u1ed5 ch\u1ee9c s\u1ebd \u00e1p d\u1ee5ng nguy\u00ean t\u1eafc kh\u00f4ng tin t\u01b0\u1edfng l\u00e0m \u0111i\u1ec3m kh\u1edfi \u0111\u1ea7u \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o m\u00f4i tr\u01b0\u1eddng an to\u00e0n.<\/li>\n\n\n\n<li>&nbsp;\u0110\u1ed1i v\u1edbi 60% t\u1ed5 ch\u1ee9c, r\u1ee7i ro an ninh m\u1ea1ng s\u1ebd l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh trong vi\u1ec7c th\u1ef1c hi\u1ec7n giao d\u1ecbch v\u1edbi b\u00ean th\u1ee9 ba.<\/li>\n\n\n\n<li>&nbsp;30% qu\u1ed1c gia s\u1ebd th\u00f4ng qua lu\u1eadt \u0111i\u1ec1u ch\u1ec9nh thanh to\u00e1n, ti\u1ec1n ph\u1ea1t v\u00e0 \u0111\u00e0m ph\u00e1n cho c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng ransomware.<\/li>\n<\/ul>\n\n\n\n<p>Trong b\u1ed1i c\u1ea3nh n\u00e0y, c\u00f3 c\u01a1 h\u1ed9i t\u1eadn d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 ch\u1ed1ng l\u1ea1i t\u1ed9i ph\u1ea1m m\u1ea1ng. Vi\u1ec7c tri\u1ec3n khai AI trong an ninh m\u1ea1ng c\u00f3 th\u1ec3 c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1ch c\u00e1c c\u00f4ng ty b\u1ea3o v\u1ec7 m\u00ecnh kh\u1ecfi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng. AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng trong th\u1eddi gian th\u1ef1c, c\u0169ng nh\u01b0 ph\u00e2n t\u00edch l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu d\u1eabn \u0111\u1ebfn c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n. M\u1ed9t s\u1ed1 c\u00e1ch AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong l\u0129nh v\u1ef1c an ninh m\u1ea1ng bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e1t hi\u1ec7n m\u1ed1i \u0111e d\u1ecda<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu c\u00f3 th\u1ec3 g\u00e2y nguy hi\u1ec3m. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c c\u00f4ng ty ph\u1ea3n \u1ee9ng nhanh h\u01a1n v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda.<\/li>\n\n\n\n<li>&nbsp;<strong>Ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch m\u00e3 v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu ch\u1ec9 ra h\u00e0nh vi \u0111\u1ed9c h\u1ea1i. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c c\u00f4ng ty ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i tr\u01b0\u1edbc khi n\u00f3 c\u00f3 th\u1ec3 g\u00e2y h\u1ea1i.<\/li>\n\n\n\n<li>&nbsp;<strong>Ph\u00e1t hi\u1ec7n l\u1eeba \u0111\u1ea3o<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng l\u1eeba \u0111\u1ea3o b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch n\u1ed9i dung c\u1ee7a email v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu ch\u1ec9 ra l\u1eeba \u0111\u1ea3o. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c c\u00f4ng ty ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng l\u1eeba \u0111\u1ea3o tr\u01b0\u1edbc khi ch\u00fang c\u00f3 th\u1ec3 g\u00e2y h\u1ea1i.<\/li>\n\n\n\n<li>&nbsp;<strong>B\u1ea3o m\u1eadt m\u1ea1ng<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 gi\u00e1m s\u00e1t l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu ch\u1ec9 ra m\u1ed9t m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c c\u00f4ng ty ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng tr\u01b0\u1edbc khi ch\u00fang c\u00f3 th\u1ec3 g\u00e2y h\u1ea1i.<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"advantages-of-using-artificial-intelligence-in-cybersecurity-for-companies\"><strong>L\u1ee3i \u00edch c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong an ninh m\u1ea1ng cho c\u00e1c c\u00f4ng ty<\/strong><\/h2>\n\n\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong l\u0129nh v\u1ef1c an ninh m\u1ea1ng mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch cho c\u00e1c c\u00f4ng ty \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp d\u01b0\u1edbi \u0111\u00e2y:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>C\u1ea3i thi\u1ec7n an ninh<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng trong th\u1eddi gian th\u1ef1c, c\u1ea3i thi\u1ec7n an ninh t\u1ed5ng th\u1ec3 c\u1ee7a c\u00e1c c\u00f4ng ty.<\/li>\n\n\n\n<li>&nbsp;<strong>T\u0103ng hi\u1ec7u qu\u1ea3<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 ph\u00e2n t\u00edch l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n nhi\u1ec1u so v\u1edbi con ng\u01b0\u1eddi, t\u0103ng hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c ho\u1ea1t \u0111\u1ed9ng an ninh.<\/li>\n\n\n\n<li>&nbsp;<strong>Ti\u1ebft ki\u1ec7m chi ph\u00ed<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng, cho ph\u00e9p c\u00e1c c\u00f4ng ty y\u00eau c\u1ea7u \u00edt lao \u0111\u1ed9ng h\u01a1n v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed.<\/li>\n\n\n\n<li>&nbsp;<strong>C\u1ea3i thi\u1ec7n vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 cung c\u1ea5p k\u1ebft lu\u1eadn gi\u00fap c\u00e1c c\u00f4ng ty \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh an ninh t\u1ed1t h\u01a1n.<\/li>\n\n\n\n<li>&nbsp;<strong>Th\u1eddi gian ph\u1ea3n h\u1ed3i t\u1ed1t h\u01a1n<\/strong>: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 h\u00e0nh \u0111\u1ed9ng \u0111\u1ed1i v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng trong th\u1eddi gian th\u1ef1c, \u0111i\u1ec1u n\u00e0y gi\u00fap c\u00e1c c\u00f4ng ty ph\u1ea3n \u1ee9ng.<\/li>\n<\/ul>\n\n\n\n<p>T\u00f3m l\u1ea1i, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 h\u1ecdc m\u00e1y l\u00e0 hai kh\u00e1i ni\u1ec7m c\u00f3 \u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn l\u0129nh v\u1ef1c an ninh m\u1ea1ng. B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a nhi\u1ec1u nhi\u1ec7m v\u1ee5 th\u01b0\u1eddng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u1ee7 c\u00f4ng, AI ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 gi\u1ea3m nguy c\u01a1 l\u1ed7i c\u1ee7a con ng\u01b0\u1eddi. Ngo\u00e0i ra, AI c\u00f3 th\u1ec3 x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n nhi\u1ec1u so v\u1edbi con ng\u01b0\u1eddi, do \u0111\u00f3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho vi\u1ec7c x\u00e1c \u0111\u1ecbnh v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng quy m\u00f4 l\u1edbn. C\u00e1c c\u00f4ng ty \u0111\u1ea7u t\u01b0 v\u00e0o an ninh m\u1ea1ng v\u00e0 AI s\u1ebd \u0111\u01b0\u1ee3c trang b\u1ecb t\u1ed1t h\u01a1n \u0111\u1ec3 b\u1ea3o v\u1ec7 t\u00e0i s\u1ea3n k\u1ef9 thu\u1eadt s\u1ed1 c\u1ee7a m\u00ecnh v\u00e0 duy tr\u00ec l\u1ee3i th\u1ebf c\u1ea1nh tranh trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7 kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n.<\/p>\n\n\n\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o lu\u00f4n c\u1ed1 g\u1eafng t\u00edch h\u1ee3p c\u00e1c ph\u01b0\u01a1ng ph\u00e1p s\u00e1ng t\u1ea1o, \u00e1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n v\u00e0 m\u1eabu h\u1ecdc m\u00e1y v\u00e0o c\u00e1c gi\u1ea3i ph\u00e1p v\u00e0 s\u1ea3n ph\u1ea9m an ninh m\u1ea1ng c\u1ee7a ch\u00fang t\u00f4i \u0111\u1ec3 cung c\u1ea5p s\u1ef1 b\u1ea3o v\u1ec7 ti\u00ean ti\u1ebfn v\u00e0 linh ho\u1ea1t nh\u1ea5t.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"understanding-user-and-entity-behavior-analytics-ueba\">Hi\u1ec3u v\u1ec1 Ph\u00e2n t\u00edch H\u00e0nh vi Ng\u01b0\u1eddi d\u00f9ng v\u00e0 Th\u1ef1c th\u1ec3 (UEBA)<\/h2>\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p Ph\u00e2n t\u00edch H\u00e0nh vi Ng\u01b0\u1eddi d\u00f9ng v\u00e0 Th\u1ef1c th\u1ec3 (UEBA) cho ph\u00e9p m\u00f4 h\u00ecnh h\u00f3a h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 thi\u1ebft b\u1ecb c\u1ee7a h\u1ecd khi h\u1ecd duy\u1ec7t ho\u1eb7c s\u1eed d\u1ee5ng m\u1ed9t \u1ee9ng d\u1ee5ng. UEBA li\u00ean quan \u0111\u1ebfn vi\u1ec7c gi\u00e1m s\u00e1t, thu th\u1eadp v\u00e0 \u0111\u00e1nh gi\u00e1 d\u1eef li\u1ec7u v\u00e0 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi h\u1ec7 th\u1ed1ng, c\u00f3 th\u1ec3 l\u00e0 th\u00f4ng tin, giao d\u1ecbch ho\u1eb7c d\u1ef1a tr\u00ean quy tr\u00ecnh.<\/p>\n\n\n\n<p>C\u00e1c c\u00f4ng ngh\u1ec7 UEBA t\u1eadn d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c b\u1ea3n ghi d\u1eef li\u1ec7u l\u1ecbch s\u1eed, bao g\u1ed3m v\u0103n b\u1ea3n, s\u1ed1, gi\u1ecdng n\u00f3i, \u00e2m thanh v\u00e0 video, \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 cung c\u1ea5p cho c\u00e1c h\u1ec7 th\u1ed1ng gi\u00fap ra quy\u1ebft \u0111\u1ecbnh trong ph\u00e2n lo\u1ea1i c\u00e1 nh\u00e2n, t\u00e1i h\u00f2a nh\u1eadp x\u00e3 h\u1ed9i, an ninh v\u1eadt l\u00fd, an ninh logic v\u00e0 an ninh m\u1ea1ng. D\u1ef1a tr\u00ean ph\u00e2n t\u00edch c\u1ee7a h\u1ecd, c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p ho\u1eb7c h\u00e0nh \u0111\u1ed9ng v\u00e0 t\u1ef1 \u0111\u1ed9ng th\u00edch \u1ee9ng \u0111\u1ec3 \u0111\u01b0a ra \u201cc\u00e1c quy\u1ebft \u0111\u1ecbnh t\u1ef1 \u0111\u1ed9ng th\u00f4ng minh\u201d.\u201d<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"advanced-capabilities-and-applications-of-ueba-tools\">Kh\u1ea3 n\u0103ng v\u00e0 \u1ee8ng d\u1ee5ng N\u00e2ng cao c\u1ee7a C\u00f4ng c\u1ee5 UEBA<\/h2>\n\n\n<p>C\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch h\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng c\u00f3 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t ngo\u1ea1i l\u1ec7 v\u00e0 h\u1ed3 s\u01a1 ti\u00ean ti\u1ebfn h\u01a1n so v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh truy\u1ec1n th\u1ed1ng. Ch\u00fang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 thi\u1ebft l\u1eadp m\u1ed9t c\u01a1 s\u1edf ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng c\u1ee5 th\u1ec3 cho t\u1ed5 ch\u1ee9c v\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u1ee7a n\u00f3 v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c sai l\u1ec7ch so v\u1edbi ti\u00eau chu\u1ea9n \u0111\u00f3. UEBA s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n d\u1eef li\u1ec7u l\u1edbn v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 c\u00e1c sai l\u1ec7ch n\u00e0y g\u1ea7n nh\u01b0 trong th\u1eddi gian th\u1ef1c, cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c th\u1ef1c hi\u1ec7n ph\u00e2n lo\u1ea1i, quy\u1ebft \u0111\u1ecbnh, ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu \u1ea9n v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c t\u00ecnh hu\u1ed1ng r\u1ee7i ro ho\u1eb7c c\u00e1c m\u1ed1i \u0111e d\u1ecda an ninh ti\u1ec1m \u1ea9n kh\u00e1c.<\/p>\n\n\n\n<p>UEBA thu th\u1eadp c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau nh\u01b0 vai tr\u00f2 v\u00e0 ch\u1ee9c danh ng\u01b0\u1eddi d\u00f9ng, quy\u1ec1n truy c\u1eadp, t\u00e0i kho\u1ea3n, quy\u1ec1n, ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, v\u1ecb tr\u00ed \u0111\u1ecba l\u00fd v\u00e0 c\u1ea3nh b\u00e1o an ninh. D\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb c\u00e1c ho\u1ea1t \u0111\u1ed9ng trong qu\u00e1 kh\u1ee9 v\u00e0 hi\u1ec7n t\u1ea1i, v\u1edbi ph\u00e2n t\u00edch xem x\u00e9t c\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 t\u00e0i nguy\u00ean \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, th\u1eddi gian phi\u00ean, k\u1ebft n\u1ed1i v\u00e0 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00f3m \u0111\u1ed3ng nghi\u1ec7p \u0111\u1ec3 so s\u00e1nh c\u00e1c h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng. N\u00f3 c\u0169ng t\u1ef1 \u0111\u1ed9ng c\u1eadp nh\u1eadt khi d\u1eef li\u1ec7u thay \u0111\u1ed5i, ch\u1eb3ng h\u1ea1n nh\u01b0 khi quy\u1ec1n \u0111\u01b0\u1ee3c th\u00eam v\u00e0o.<\/p>\n\n\n\n<p>C\u00e1c h\u1ec7 th\u1ed1ng UEBA kh\u00f4ng b\u00e1o c\u00e1o t\u1ea5t c\u1ea3 c\u00e1c b\u1ea5t th\u01b0\u1eddng l\u00e0 r\u1ee7i ro m\u00e0 \u0111\u00e1nh gi\u00e1 t\u00e1c \u0111\u1ed9ng ti\u1ec1m n\u0103ng c\u1ee7a h\u00e0nh vi. \u0110i\u1ec3m t\u00e1c \u0111\u1ed9ng th\u1ea5p \u0111\u01b0\u1ee3c g\u00e1n cho c\u00e1c t\u00e0i nguy\u00ean \u00edt nh\u1ea1y c\u1ea3m h\u01a1n, trong khi \u0111i\u1ec3m t\u00e1c \u0111\u1ed9ng cao h\u01a1n \u0111\u01b0\u1ee3c g\u00e1n cho d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m h\u01a1n, ch\u1eb3ng h\u1ea1n nh\u01b0 th\u00f4ng tin nh\u1eadn d\u1ea1ng c\u00e1 nh\u00e2n. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y cho ph\u00e9p c\u00e1c nh\u00f3m an ninh \u01b0u ti\u00ean theo d\u00f5i d\u1ea5u v\u1ebft n\u00e0o. \u0110\u1ed3ng th\u1eddi, h\u1ec7 th\u1ed1ng UEBA t\u1ef1 \u0111\u1ed9ng h\u1ea1n ch\u1ebf ho\u1eb7c t\u0103ng \u0111\u1ed9 kh\u00f3 x\u00e1c th\u1ef1c cho ng\u01b0\u1eddi d\u00f9ng c\u00f3 h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng.<\/p>\n\n\n\n<p>C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y cho ph\u00e9p c\u00e1c h\u1ec7 th\u1ed1ng UEBA gi\u1ea3m thi\u1ec3u c\u00e1c k\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh gi\u1ea3, cung c\u1ea5p th\u00f4ng tin t\u00ecnh b\u00e1o r\u1ee7i ro r\u00f5 r\u00e0ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n cho c\u00e1c nh\u00f3m an ninh m\u1ea1ng.<\/p>\n\n\n\n<p><strong>K\u1ebft lu\u1eadn<\/strong><\/p>\n\n\n\n<p>Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt g\u1ecdi l\u00e0 Ph\u00e2n t\u00edch H\u00e0nh vi Ng\u01b0\u1eddi d\u00f9ng v\u00e0 Th\u1ef1c th\u1ec3 (UEBA) \u0111\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 th\u1ef1c th\u1ec3 \u0111\u00e3 lan r\u1ed9ng. Nh\u1eefng k\u1ef9 thu\u1eadt n\u00e0y c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng lu\u00f4n c\u00f3 \u0111i\u1ec3m chung: ghi l\u1ea1i h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng trong qu\u00e1 kh\u1ee9, m\u00f4 h\u00ecnh h\u00f3a h\u00e0nh vi n\u00e0y trong hi\u1ec7n t\u1ea1i v\u00e0 d\u1ef1 \u0111o\u00e1n n\u00f3 s\u1ebd nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n\n\n\n<p>H\u1ec7 th\u1ed1ng UEBA thu th\u1eadp d\u1eef li\u1ec7u v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 th\u1ef1c th\u1ec3 t\u1eeb nh\u1eadt k\u00fd h\u1ec7 th\u1ed1ng. N\u00f3 \u00e1p d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 thi\u1ebft l\u1eadp m\u1ed9t c\u01a1 s\u1edf m\u1eabu h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. UEBA li\u00ean t\u1ee5c gi\u00e1m s\u00e1t h\u00e0nh vi c\u1ee7a th\u1ef1c th\u1ec3 v\u00e0 so s\u00e1nh n\u00f3 v\u1edbi h\u00e0nh vi c\u01a1 s\u1edf cho c\u00f9ng th\u1ef1c th\u1ec3 ho\u1eb7c c\u00e1c th\u1ef1c th\u1ec3 t\u01b0\u01a1ng t\u1ef1 \u0111\u1ec3 ph\u00e1t hi\u1ec7n h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng.<\/p>\n\n\n\n<p>Thi\u1ebft l\u1eadp c\u01a1 s\u1edf l\u00e0 ch\u00eca kh\u00f3a cho h\u1ec7 th\u1ed1ng UEBA, v\u00ec n\u00f3 cho ph\u00e9p ph\u00e1t hi\u1ec7n c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n. H\u1ec7 th\u1ed1ng UEBA so s\u00e1nh c\u01a1 s\u1edf \u0111\u00e3 thi\u1ebft l\u1eadp v\u1edbi h\u00e0nh vi hi\u1ec7n t\u1ea1i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, t\u00ednh to\u00e1n \u0111i\u1ec3m r\u1ee7i ro v\u00e0 x\u00e1c \u0111\u1ecbnh xem c\u00e1c sai l\u1ec7ch c\u00f3 ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c kh\u00f4ng. H\u1ec7 th\u1ed1ng s\u1ebd c\u1ea3nh b\u00e1o c\u00e1c nh\u00e0 ph\u00e2n t\u00edch an ninh n\u1ebfu \u0111i\u1ec3m r\u1ee7i ro v\u01b0\u1ee3t qu\u00e1 m\u1ed9t ng\u01b0\u1ee1ng nh\u1ea5t \u0111\u1ecbnh.<\/p>","protected":false},"excerpt":{"rendered":"<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 An ninh m\u1ea1ng l\u00e0 hai thu\u1eadt ng\u1eef ng\u00e0y c\u00e0ng quan tr\u1ecdng trong th\u1eddi \u0111\u1ea1i k\u1ef9 thu\u1eadt s\u1ed1 ng\u00e0y nay. Trong khi Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u00f4 ph\u1ecfng Tr\u00ed tu\u1ec7 con ng\u01b0\u1eddi trong m\u00e1y m\u00f3c c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u00e0\u2026 <a class=\"more-link\" href=\"https:\/\/securitybriefing.net\/vi\/tri-tue-nhan-tao\/su-dung-tri-tue-nhan-tao-cho-phan-tich-hanh-vi-nguoi-dung-va-thuc-the-ueba\/\">Ti\u1ebfp t\u1ee5c \u0111\u1ecdc <span class=\"screen-reader-text\">S\u1eed d\u1ee5ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 th\u1ef1c th\u1ec3 (UEBA)<\/span><\/a><\/p>","protected":false},"author":1,"featured_media":1645,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-1641","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Harnessing AI for User and Entity Behavior Analytics (UEBA)<\/title>\n<meta name=\"description\" content=\"Explore how AI-powered User and Entity Behavior Analytics (UEBA) improves cybersecurity by prioritizing threats.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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