{"id":2684,"date":"2024-09-13T22:34:15","date_gmt":"2024-09-13T22:34:15","guid":{"rendered":"https:\/\/securitybriefing.net\/?p=2684"},"modified":"2024-09-13T23:56:05","modified_gmt":"2024-09-13T23:56:05","slug":"phan-tich-du-lieu-cho-phat-hien-gian-lan-tin-tuc","status":"publish","type":"post","link":"https:\/\/securitybriefing.net\/vi\/tien-dien-tu\/phan-tich-du-lieu-cho-phat-hien-gian-lan-tin-tuc\/","title":{"rendered":"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1t hi\u1ec7n gian l\u1eadn"},"content":{"rendered":"<p>Trong m\u1ed9t th\u1ebf gi\u1edbi ng\u00e0y c\u00e0ng tr\u1ef1c tuy\u1ebfn, gian l\u1eadn \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed1i quan t\u00e2m l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty, nh\u00f3m ti\u1ec1n t\u1ec7 v\u00e0 c\u1ea3 con ng\u01b0\u1eddi. Khi nh\u1eefng k\u1ebb l\u1eeba \u0111\u1ea3o c\u00f3 nh\u1eefng m\u00e1nh kh\u00f3e t\u1ed1t h\u01a1n, nhu c\u1ea7u v\u1ec1 nh\u1eefng c\u00e1ch t\u1ed1t h\u01a1n \u0111\u1ec3 b\u1eaft \u0111\u01b0\u1ee3c gian l\u1eadn l\u00e0 r\u1ea5t quan tr\u1ecdng. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00e3 xu\u1ea5t hi\u1ec7n nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd trong cu\u1ed9c chi\u1ebfn ch\u1ed1ng l\u1ea1i gian l\u1eadn, cho ph\u00e9p c\u00e1c nh\u00f3m ph\u00e1t hi\u1ec7n ra c\u00e1c m\u00f4 h\u00ecnh k\u1ef3 l\u1ea1, d\u1ef1 \u0111o\u00e1n r\u1ee7i ro c\u00f3 th\u1ec3 x\u1ea3y ra v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc s\u1edbm \u0111\u1ec3 gi\u1eef an to\u00e0n cho \u0111\u1ed3 \u0111\u1ea1c v\u00e0 kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"the-growing-importance-of-fraud-detection\"><strong>T\u1ea7m quan tr\u1ecdng ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a vi\u1ec7c ph\u00e1t hi\u1ec7n gian l\u1eadn<\/strong><\/h2>\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p>Gian l\u1eadn c\u00f3 th\u1ec3 bi\u1ec3u hi\u1ec7n theo nhi\u1ec1u c\u00e1ch, nh\u01b0 gian l\u1eadn th\u1ebb, gian l\u1eadn b\u1ea3o hi\u1ec3m, \u0111\u00e1nh c\u1eafp danh t\u00ednh v\u00e0 chuy\u1ec3n ti\u1ec1n sai c\u00e1ch. T\u00e1c h\u1ea1i v\u1ec1 ti\u1ec1n b\u1ea1c c\u1ee7a nh\u1eefng h\u00e0nh vi x\u1ea5u n\u00e0y l\u00e0 r\u1ea5t l\u1edbn, v\u1edbi t\u1ed5n th\u1ea5t tr\u00ean to\u00e0n th\u1ebf gi\u1edbi do gian l\u1eadn \u0111\u01b0\u1ee3c cho l\u00e0 l\u00ean t\u1edbi h\u00e0ng t\u1ef7 \u0111\u00f4 la m\u1ed7i n\u0103m! Ngo\u00e0i ra, n\u00f3 c\u00f2n l\u00e0m t\u1ed5n h\u1ea1i \u0111\u1ebfn danh ti\u1ebfng t\u1ed1t, l\u00e0m suy y\u1ebfu l\u00f2ng tin c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 d\u1eabn \u0111\u1ebfn c\u00e1c quy t\u1eafc v\u00e0 ti\u1ec1n ph\u1ea1t.<\/p>\n\n\n\n<p>Khi c\u00e1c giao d\u1ecbch tr\u00ean internet ng\u00e0y c\u00e0ng nhi\u1ec1u v\u00e0 l\u01b0\u1ee3ng th\u00f4ng tin t\u0103ng l\u00ean, c\u00e1c c\u00e1ch c\u0169 \u0111\u1ec3 t\u00ecm gian l\u1eadn l\u00e0 kh\u00f4ng \u0111\u1ee7. \u0110\u00e2y l\u00e0 l\u00fac vi\u1ec7c xem d\u1eef li\u1ec7u gi\u00fap \u00edch, cung c\u1ea5p m\u1ed9t c\u00e1ch t\u1ed1t h\u01a1n, ch\u00ednh x\u00e1c h\u01a1n v\u00e0 r\u1ed9ng h\u01a1n \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c h\u00e0nh vi gian l\u1eadn.<\/p>\n<\/div>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"key-components-of-data-analysis-in-fraud-detection\"><strong>C\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong ph\u00e1t hi\u1ec7n gian l\u1eadn<\/strong><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"data-collection-and-integration\"><strong>Thu th\u1eadp v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u<\/strong><\/h3>\n\n\n<p>C\u01a1 s\u1edf c\u1ee7a nh\u1eefng ph\u00e1t hi\u1ec7n gian l\u1eadn t\u1ed1t l\u00e0 thu th\u1eadp d\u1eef li\u1ec7u \u0111\u1ea7y \u0111\u1ee7. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u n\u01a1i kh\u00e1c nhau, nh\u01b0 h\u1ed3 s\u01a1 giao d\u1ecbch, h\u1ed3 s\u01a1 ng\u01b0\u1eddi mua, th\u00f4ng tin ti\u1ec7n \u00edch v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u b\u00ean ngo\u00e0i. V\u1ea5n \u0111\u1ec1 l\u00e0 tr\u1ed9n c\u00e1c t\u1eadp d\u1eef li\u1ec7u kh\u00e1c nhau n\u00e0y th\u00e0nh m\u1ed9t d\u1ea1ng r\u00f5 r\u00e0ng c\u00f3 th\u1ec3 xem x\u00e9t t\u1ed1t.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"pattern-recognition\"><strong>Nh\u1eadn d\u1ea1ng m\u1eabu<\/strong><\/h3>\n\n\n<p>M\u1ed9t trong nh\u1eefng c\u00e1ch ch\u00ednh \u0111\u1ec3 t\u00ecm gian l\u1eadn l\u00e0 ph\u00e1t hi\u1ec7n ra c\u00e1c m\u1eabu k\u1ef3 l\u1ea1 ho\u1eb7c nh\u1eefng \u0111i\u1ec1u k\u1ef3 l\u1ea1 trong d\u1eef li\u1ec7u. B\u1eb1ng c\u00e1ch thi\u1ebft l\u1eadp m\u1ed9t ti\u00eau chu\u1ea9n cho c\u00e1c h\u00e0nh \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng, nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 ghi nh\u1eadn nh\u1eefng thay \u0111\u1ed5i c\u00f3 th\u1ec3 cho th\u1ea5y h\u00e0nh vi kh\u00f4ng trung th\u1ef1c. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 c\u00f3 ngh\u0129a l\u00e0 thay \u0111\u1ed5i nhanh ch\u00f3ng trong th\u00f3i quen mua s\u1eafm, nhi\u1ec1u giao d\u1ecbch t\u1eeb nhi\u1ec1u n\u01a1i kh\u00e1c nhau trong th\u1eddi gian ng\u1eafn ho\u1eb7c xu h\u01b0\u1edbng truy c\u1eadp t\u00e0i kho\u1ea3n k\u1ef3 l\u1ea1.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"machine-learning-and-artificial-intelligence\"><strong>H\u1ecdc m\u00e1y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/strong><\/h3>\n\n\n<p><a href=\"https:\/\/www.ibm.com\/topics\/artificial-intelligence\" target=\"_blank\" rel=\"noreferrer noopener\">M\u00e1y t\u00ednh th\u00f4ng minh c\u00f3 th\u1ec3 h\u1ecdc<\/a> \u0111\u00e3 thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta t\u00ecm ra gian l\u1eadn. C\u00e1c c\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 tr\u1edf n\u00ean t\u1ed1t h\u01a1n b\u1eb1ng c\u00e1ch xem x\u00e9t d\u1eef li\u1ec7u trong qu\u00e1 kh\u1ee9, gi\u00fap ch\u00fang ph\u00e1t hi\u1ec7n ra nh\u1eefng m\u00e1nh kh\u00f3e m\u1edbi v\u00e0 thay \u0111\u1ed5i. M\u1ed9t s\u1ed1 ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc s\u1eed d\u1ee5ng c\u00e1c giao d\u1ecbch gi\u1ea3 v\u00e0 th\u1eadt c\u0169 \u0111\u1ec3 \u0111\u00e0o t\u1ea1o, trong khi nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c c\u00f3 th\u1ec3 t\u00ecm ra nh\u1eefng \u0111i\u1ec1u k\u1ef3 l\u1ea1 m\u00e0 kh\u00f4ng c\u1ea7n nh\u00e3n tr\u01b0\u1edbc.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"realtime-analysis\"><strong>Ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c<\/strong><\/h3>\n\n\n<p>Trong nhi\u1ec1u t\u00ecnh hu\u1ed1ng, ph\u1ea3i t\u00ecm ra v\u00e0 ng\u0103n ch\u1eb7n ngay h\u00e0nh vi gian l\u1eadn. C\u00e1c h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n gian l\u1eadn m\u1edbi ki\u1ec3m tra c\u00e1c giao d\u1ecbch khi ch\u00fang x\u1ea3y ra, s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p kh\u00f3 \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng v\u1ec1 vi\u1ec7c c\u00f3 n\u00ean \u0111\u1ed3ng \u00fd, \u0111\u00e1nh d\u1ea5u hay t\u1eeb ch\u1ed1i m\u1ed9t giao d\u1ecbch hay kh\u00f4ng.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"network-analysis\"><strong>Ph\u00e2n t\u00edch m\u1ea1ng<\/strong><\/h3>\n\n\n<p>Nh\u1eefng k\u1ebb l\u1eeba \u0111\u1ea3o th\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng theo nh\u00f3m v\u00e0 khi nh\u00ecn v\u00e0o m\u1ed1i li\u00ean h\u1ec7 gi\u1eefa m\u1ecdi ng\u01b0\u1eddi, ch\u00fang ta c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ra nh\u1eefng chi\u1ebfc nh\u1eabn l\u1eeba \u0111\u1ea3o \u1ea9n gi\u1ea5u. <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0020019097001518\" target=\"_blank\" rel=\"noreferrer noopener\">C\u01a1 s\u1edf d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh v\u00e0 ph\u01b0\u01a1ng ph\u00e1p nghi\u00ean c\u1ee9u li\u00ean k\u1ebft<\/a> r\u1ea5t h\u1eefu \u00edch trong vi\u1ec7c t\u00ecm ra nh\u1eefng m\u1ed1i quan h\u1ec7 kh\u00f3 kh\u0103n n\u00e0y.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"predictive-analytics\"><strong>Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong><\/h3>\n\n\n<p>B\u1eb1ng c\u00e1ch xem x\u00e9t d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 v\u00e0 c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n t\u1ea1i, <a href=\"https:\/\/www.sas.com\/en_us\/insights\/analytics\/predictive-analytics.html\" target=\"_blank\" rel=\"noopener\">\u0111o\u00e1n th\u00f4ng minh<\/a> c\u00f3 th\u1ec3 cho th\u1ea5y r\u1ee7i ro gian l\u1eadn c\u00f3 th\u1ec3 x\u1ea3y ra trong t\u01b0\u01a1ng lai. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c nh\u00f3m h\u00e0nh \u0111\u1ed9ng v\u00e0 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean t\u1ed1t h\u01a1n.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"techniques-and-tools-in-fraud-detection\"><strong>K\u1ef9 thu\u1eadt v\u00e0 c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n gian l\u1eadn<\/strong><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"statistical-analysis\"><strong>Ph\u00e2n t\u00edch th\u1ed1ng k\u00ea<\/strong><\/h3>\n\n\n<p>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea \u0111\u01a1n gi\u1ea3n, nh\u01b0 t\u00ednh \u0111i\u1ec3m z ho\u1eb7c s\u1eed d\u1ee5ng \u0110\u1ecbnh lu\u1eadt Benford, c\u00f3 th\u1ec3 th\u1ef1c s\u1ef1 hi\u1ec7u qu\u1ea3 trong vi\u1ec7c t\u00ecm ra nh\u1eefng \u0111i\u1ec1u k\u1ef3 l\u1ea1 c\u00f3 th\u1ec3 cho th\u1ea5y gian l\u1eadn.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"data-mining\"><strong>Khai th\u00e1c d\u1eef li\u1ec7u<\/strong><\/h3>\n\n\n<p><a href=\"https:\/\/www.geeksforgeeks.org\/data-mining-techniques\/\" target=\"_blank\" rel=\"noopener\">Khai th\u00e1c d\u1eef li\u1ec7u<\/a> C\u00e1c c\u00e1ch nh\u01b0 ph\u01b0\u01a1ng ph\u00e1p nh\u00f3m v\u00e0 s\u1eafp x\u1ebfp gi\u00fap t\u00ecm ra c\u00e1c h\u00ecnh d\u1ea1ng v\u00e0 li\u00ean k\u1ebft b\u00ean trong c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn m\u00e0 c\u00f3 th\u1ec3 kh\u00f4ng r\u00f5 r\u00e0ng ngay l\u1eadp t\u1ee9c.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"text-analytics\"><strong>Ph\u00e2n t\u00edch v\u0103n b\u1ea3n<\/strong><\/h3>\n\n\n<p>\u0110\u1ed1i v\u1edbi nh\u1eefng doanh nghi\u1ec7p x\u1eed l\u00fd khi\u1ebfu n\u1ea1i ho\u1eb7c y\u00eau c\u1ea7u, vi\u1ec7c nghi\u00ean c\u1ee9u t\u1eeb ng\u1eef c\u00f3 th\u1ec3 \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng. <a href=\"https:\/\/www.ibm.com\/cloud\/learn\/natural-language-processing\" target=\"_blank\" rel=\"noopener\">B\u00e0i t\u1eadp luy\u1ec7n n\u00f3i t\u1ef1 nhi\u00ean (NSW)<\/a> c\u00f3 th\u1ec3 xem x\u00e9t d\u1eef li\u1ec7u r\u1eddi r\u1ea1c \u0111\u1ec3 ph\u00e1t hi\u1ec7n nh\u1eefng d\u1ea5u hi\u1ec7u c\u1ea3nh b\u00e1o c\u00f3 th\u1ec3 c\u00f3 trong c\u00e1c b\u00e0i n\u00f3i chuy\u1ec7n b\u1eb1ng v\u0103n b\u1ea3n.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"social-network-analysis\"><strong>Ph\u00e2n t\u00edch m\u1ea1ng x\u00e3 h\u1ed9i<\/strong><\/h3>\n\n\n<p><span style=\"box-sizing: border-box; margin: 0px; padding: 0px;\">B\u1eb1ng c\u00e1ch hi\u1ec3n th\u1ecb c\u00e1c li\u00ean k\u1ebft gi\u1eefa m\u1ecdi ng\u01b0\u1eddi, t\u00e0i kho\u1ea3n v\u00e0 giao d\u1ecbch, c\u00e1c nghi\u00ean c\u1ee9u m\u1ea1ng x\u00e3 h\u1ed9i c\u00f3 th\u1ec3 t\u00ecm ra c\u00e1c nh\u00f3m l\u1eeba \u0111\u1ea3o v\u00e0 k\u1ebf ho\u1ea1ch b\u00ed m\u1eadt.<\/span><\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"deep-learning\"><strong>H\u1ecdc s\u00e2u<\/strong><\/h3>\n\n\n<p><span style=\"box-sizing: border-box; margin: 0px; padding: 0px;\">Nh\u1eefng m\u00e1nh kh\u00f3e trong c\u00e1ch m\u1ecdi ng\u01b0\u1eddi h\u00e0nh \u0111\u1ed9ng v\u00e0 \u0111\u1eb7c bi\u1ec7t&nbsp;<a href=\"https:\/\/deepai.org\/machine-learning-glossary-and-terms\/deep-learning\" target=\"_blank\" rel=\"noopener\">h\u1ecdc s\u00e2u<\/a>&nbsp;phong c\u00e1ch \u0111\u00e3 l\u00e0m r\u1ea5t t\u1ed1t trong vi\u1ec7c ph\u00e1t hi\u1ec7n gian l\u1eadn.<\/span> C\u00e1c ki\u1ec3u n\u00e0y c\u00f3 th\u1ec3 x\u1eed l\u00fd nhi\u1ec1u d\u1eef li\u1ec7u v\u00e0 t\u00ecm ra nh\u1eefng li\u00ean k\u1ebft kh\u00f3 hi\u1ec3u, kh\u00f4ng th\u1eb3ng.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"challenges-in-fraud-detection\"><strong>Nh\u1eefng th\u00e1ch th\u1ee9c trong ph\u00e1t hi\u1ec7n gian l\u1eadn<\/strong><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"false-positives\"><strong>K\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh gi\u1ea3<\/strong><\/h3>\n\n\n<p>C\u00e1c c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n l\u1eeba \u0111\u1ea3o qu\u00e1 nh\u1ea1y c\u1ea3m c\u00f3 th\u1ec3 ch\u1ec9 ra nh\u1eefng giao d\u1ecbch mua th\u1ef1c s\u1ef1 l\u00e0 m\u1edd \u00e1m, khi\u1ebfn ng\u01b0\u1eddi mua t\u1ee9c gi\u1eadn v\u00e0 l\u00e0m ch\u1eadm ti\u1ebfn \u0111\u1ed9 c\u00f4ng vi\u1ec7c.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"evolving-fraud-techniques\"><strong>K\u1ef9 thu\u1eadt gian l\u1eadn \u0111ang ph\u00e1t tri\u1ec3n<\/strong><\/h3>\n\n\n<p>Nh\u1eefng k\u1ebb l\u1eeba \u0111\u1ea3o lu\u00f4n thay \u0111\u1ed5i ph\u01b0\u01a1ng th\u1ee9c, v\u00ec v\u1eady h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n l\u1eeba \u0111\u1ea3o c\u1ea7n ph\u1ea3i th\u01b0\u1eddng xuy\u00ean thay \u0111\u1ed5i v\u00e0 c\u1ea3i thi\u1ec7n.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"data-privacy-and-regulatory-compliance\"><strong>Quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00e0 tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh<\/strong><\/h3>\n\n\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng th\u00f4ng tin c\u00e1 nh\u00e2n trong c\u00e1c ph\u00e1t hi\u1ec7n gian l\u1eadn ph\u1ea3i c\u00f4ng b\u1eb1ng v\u1edbi nh\u1eefng lo ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 tu\u00e2n theo c\u00e1c quy t\u1eafc nh\u01b0 <a href=\"https:\/\/gdpr.eu\/\" target=\"_blank\" rel=\"noopener\">GDPR<\/a>.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"big-data-handling\"><strong>X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn<\/strong><\/h3>\n\n\n<p>S\u1ed1 l\u01b0\u1ee3ng l\u1edbn, t\u1ed1c \u0111\u1ed9 v\u00e0 lo\u1ea1i d\u1eef li\u1ec7u trong ph\u00e1t hi\u1ec7n gian l\u1eadn m\u1edbi c\u1ea7n th\u00f4ng minh <a href=\"https:\/\/www.splunk.com\/en_us\/data-insider\/what-is-big-data.html\" target=\"_blank\" rel=\"noopener\">c\u00f4ng c\u1ee5 d\u1eef li\u1ec7u l\u1edbn<\/a> v\u00e0 thi\u1ebft l\u1eadp.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"interpretability\"><strong>Kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i<\/strong><\/h3>\n\n\n<p>Khi c\u00e1c m\u00f4 h\u00ecnh tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p h\u01a1n, vi\u1ec7c gi\u1ea3i th\u00edch l\u00fd do t\u1ea1i sao ch\u00fang \u0111\u01b0a ra l\u1ef1a ch\u1ecdn s\u1ebd tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0 v\u1ea5n \u0111\u1ec1 trong c\u00e1c ng\u00e0nh \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"future-trends-in-fraud-detection\"><strong>Xu h\u01b0\u1edbng t\u01b0\u01a1ng lai trong ph\u00e1t hi\u1ec7n gian l\u1eadn<\/strong><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"biometric-authentication\"><strong>X\u00e1c th\u1ef1c sinh tr\u1eafc h\u1ecdc<\/strong><\/h3>\n\n\n<p>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111o c\u01a1 th\u1ec3 m\u1edbi, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1ch m\u1ecdi ng\u01b0\u1eddi h\u00e0nh \u0111\u1ed9ng, c\u00f3 th\u1ec3 s\u1ebd gi\u00fap ng\u0103n ch\u1eb7n c\u00e1c tr\u00f2 l\u1eeba b\u1ecbp t\u1ed1t h\u01a1n.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"blockchain-technology\"><strong>C\u00f4ng ngh\u1ec7 Blockchain<\/strong><\/h3>\n\n\n<p>S\u1ef1 b\u1ea5t bi\u1ebfn v\u00e0 <a href=\"https:\/\/builtin.com\/blockchain\" target=\"_blank\" rel=\"noopener\">b\u1ea3n ch\u1ea5t r\u00f5 r\u00e0ng c\u1ee7a blockchain<\/a> c\u00f3 th\u1ec3 thay \u0111\u1ed5i c\u00e1ch m\u1ecdi ng\u01b0\u1eddi ki\u1ec3m tra danh t\u00ednh v\u00e0 theo d\u00f5i giao d\u1ecbch.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"edge-computing\"><strong>\u0110i\u1ec7n to\u00e1n bi\u00ean<\/strong><\/h3>\n\n\n<p><a href=\"https:\/\/www.cloudflare.com\/learning\/serverless\/glossary\/what-is-edge-computing\/\" target=\"_blank\" rel=\"noopener\">L\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u g\u1ea7n ngu\u1ed3n<\/a> c\u00f3 th\u1ec3 gi\u00fap ph\u00e1t hi\u1ec7n gian l\u1eadn nhanh h\u01a1n v\u00e0 t\u1ed1t h\u01a1n theo th\u1eddi gian th\u1ef1c.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"explainable-ai\"><strong>AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch<\/strong><\/h3>\n\n\n<p>Khi t\u00ednh r\u00f5 r\u00e0ng ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n, nhu c\u1ea7u t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 l\u00e0m r\u00f5 c\u00e1ch ch\u00fang \u0111\u01b0a ra l\u1ef1a ch\u1ecdn ng\u00e0y c\u00e0ng t\u0103ng.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"crossindustry-collaboration\"><strong>H\u1ee3p t\u00e1c li\u00ean ng\u00e0nh<\/strong><\/h3>\n\n\n<p>Vi\u1ec7c chia s\u1ebb th\u00f4ng tin v\u00e0 suy ngh\u0129 gi\u1eefa c\u00e1c ng\u00e0nh c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n c\u01a1 h\u1ed9i ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n gian l\u1eadn.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\"><strong>K\u1ebft lu\u1eadn<\/strong><\/h2>\n\n\n<p>Ki\u1ec3m tra d\u1eef li\u1ec7u \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft trong cu\u1ed9c chi\u1ebfn ch\u1ed1ng gian l\u1eadn. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u00e1y h\u1ecdc ph\u00e2n t\u00edch n\u00e2ng cao v\u00e0 <a href=\"https:\/\/ar5iv.org\/abs\/2308.15992\">c\u00f4ng ngh\u1ec7 d\u1eef li\u1ec7u l\u1edbn<\/a>, c\u00e1c nh\u00f3m c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 c\u01a1 h\u1ed9i nh\u1eadn th\u1ea5y v\u00e0 ng\u0103n ch\u1eb7n h\u00e0nh vi gian l\u1eadn. Nh\u01b0ng, khu v\u1ef1c n\u00e0y lu\u00f4n thay \u0111\u1ed5i v\u00e0 vi\u1ec7c theo k\u1ecbp nh\u1eefng k\u1ebb gian l\u1eadn th\u00f4ng minh c\u1ea7n ph\u1ea3i li\u00ean t\u1ee5c \u0111\u1ea7u t\u01b0 ti\u1ec1n v\u00e0o <a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-031-51716-7_9\">c\u00f4ng ngh\u1ec7<\/a>, k\u1ef9 n\u0103ng v\u00e0 quy tr\u00ecnh.<\/p>\n\n<p>Khi ch\u00fang ta ti\u1ebfn l\u00ean, k\u1ebft h\u1ee3p c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c nhau, t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh AI t\u1ed1t h\u01a1n v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u1edbi nh\u01b0 <a href=\"https:\/\/ar5iv.org\/abs\/2308.15992\">blockchain v\u00e0 \u0111i\u1ec7n to\u00e1n bi\u00ean<\/a> c\u00f3 th\u1ec3 s\u1ebd thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta ph\u00e1t hi\u1ec7n gian l\u1eadn. C\u00e1c nh\u00f3m c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u1ed1t c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y trong khi gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00e0 t\u00ednh r\u00f5 r\u00e0ng c\u1ee7a m\u00f4 h\u00ecnh s\u1ebd s\u1eb5n s\u00e0ng nh\u1ea5t \u0111\u1ec3 gi\u1eef an to\u00e0n cho b\u1ea3n th\u00e2n v\u00e0 kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd trong m\u1ed9t th\u1ebf gi\u1edbi k\u1ef9 thu\u1eadt s\u1ed1 ph\u1ee9c t\u1ea1p h\u01a1n.<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong m\u1ed9t th\u1ebf gi\u1edbi ng\u00e0y c\u00e0ng tr\u1ef1c tuy\u1ebfn, l\u1eeba \u0111\u1ea3o \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed1i quan t\u00e2m l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty, nh\u00f3m ti\u1ec1n t\u1ec7 v\u00e0 c\u1ea3 con ng\u01b0\u1eddi. Khi nh\u1eefng k\u1ebb l\u1eeba \u0111\u1ea3o c\u00f3 nh\u1eefng m\u00e1nh kh\u00f3e t\u1ed1t h\u01a1n, th\u00ec\u2026 <a class=\"more-link\" href=\"https:\/\/securitybriefing.net\/vi\/tien-dien-tu\/phan-tich-du-lieu-cho-phat-hien-gian-lan-tin-tuc\/\">Ti\u1ebfp t\u1ee5c \u0111\u1ecdc <span class=\"screen-reader-text\">Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1t hi\u1ec7n gian l\u1eadn<\/span><\/a><\/p>","protected":false},"author":3,"featured_media":2697,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-2684","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cryptocurrency","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Analysis For Fraud Detection News | Security Briefing<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/securitybriefing.net\/vi\/tien-dien-tu\/phan-tich-du-lieu-cho-phat-hien-gian-lan-tin-tuc\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Analysis For Fraud Detection News | Security Briefing\" \/>\n<meta property=\"og:description\" content=\"In a world that is more and more online, trickery has turned into a major concern for companies, money groups, and people too. 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