{"id":19508,"date":"2023-11-22T10:06:05","date_gmt":"2023-11-22T03:06:05","guid":{"rendered":"https:\/\/digi-texx.com\/?p=19508"},"modified":"2025-02-20T18:07:56","modified_gmt":"2025-02-20T11:07:56","slug":"__trashed-8","status":"publish","type":"post","link":"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/","title":{"rendered":"T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn: Gi\u1ea3i Ph\u00e1p B\u1ea3o V\u1ec7 Y\u00eau C\u1ea7u H\u00f3a \u0110\u01a1n"},"content":{"rendered":"\n<p><em>Theo Li\u00ean minh ch\u1ed1ng gian l\u1eadn b\u1ea3o hi\u1ec3m (CAIF)<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">1<\/a>]<\/sup> c\u00e1c h\u00e0nh vi gian l\u1eadn khi\u1ebfn ng\u01b0\u1eddi ti\u00eau d\u00f9ng M\u1ef9 thi\u1ec7t h\u1ea1i \u00edt nh\u1ea5t 80 t\u1ef7 USD m\u1ed7i n\u0103m, trong \u0111\u00f3 ph\u00e2n kh\u00fac b\u1ed3i th\u01b0\u1eddng tai n\u1ea1n lao \u0111\u1ed9ng chi\u1ebfm h\u01a1n 30 t\u1ef7 USD t\u1ed5n th\u1ea5t h\u00e0ng n\u0103m. <\/em><\/p>\n\n<p>M\u1eb7c d\u00f9 s\u1ef1 ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadc c\u1ee7a c\u00f4ng ngh\u1ec7, gian l\u1eadn trong l\u0129nh v\u1ef1c b\u1ea3o hi\u1ec3m v\u1eabn gia t\u0103ng theo t\u1eebng n\u0103m. Chu d\u00f9 \u0111\u00f3 l\u00e0 c\u00e1c khi\u1ebfu n\u1ea1i gian l\u1eadn, gian l\u1eadn ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe hay \u0111\u00e1nh c\u1eafp danh t\u00ednh, c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m \u0111\u1ec1u ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c cam go. <\/p>\n\n<p>Do \u0111\u00f3, vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n gian l\u1eadn l\u00e0 v\u00f4 c\u00f9ng c\u1ea7n thi\u1ebft. Trong b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta s\u1ebd \u0111i s\u00e2u t\u00ecm hi\u1ec3u t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c tri\u1ec3n khai h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e1t hi\u1ec7n gian l\u1eadn v\u00e0 Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (AI) \u0111ang h\u1ed7 tr\u1ee3 Ng\u00e0nh B\u1ea3o Hi\u1ec3m nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n<style>.kb-image19507_afc9bf-5e .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image19507_afc9bf-5e\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-02.jpg\" alt=\"C\u00e1ch Th\u1ee9c T\u1ef1 \u0111\u1ed9ng h\u00f3a N\u00e2ng Cao Kh\u1ea3 N\u0103ng Ph\u00e1t Hi\u1ec7n Gian L\u1eadn\" class=\"kb-img wp-image-19514\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-02.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-02-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure><\/div>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Giai_Ma_Tu_Dong_Hoa_Phat_Hien_Gian_Lan_Trong_Nganh_Bao_Hiem_La_Gi\"><\/span><strong><strong>Gi\u1ea3i M\u00e3: T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn Trong Ng\u00e0nh B\u1ea3o Hi\u1ec3m L\u00e0 G\u00ec?<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>B\u1ea3o hi\u1ec3m l\u00e0 m\u1ed9t h\u1ee3p \u0111\u1ed3ng r\u00e0ng bu\u1ed9c gi\u1eefa c\u00f4ng ty b\u1ea3o hi\u1ec3m v\u00e0 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c b\u1ea3o hi\u1ec3m nh\u1eb1m m\u1ee5c \u0111\u00edch b\u1ea3o v\u1ec7 t\u00e0i s\u1ea3n tr\u01b0\u1edbc nh\u1eefng r\u1ee7i ro kh\u00f4ng ch\u1eafc ch\u1eafn<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">2<\/a>]<\/sup> Trong l\u0129nh v\u1ef1c b\u1ea3o hi\u1ec3m, gian l\u1eadn l\u00e0 m\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m. <\/p>\n\n<p>Gian l\u1eadn b\u1ea3o hi\u1ec3m c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi ng\u01b0\u1eddi mua b\u1ea3o hi\u1ec3m (b\u00ean tham gia h\u1ee3p \u0111\u1ed3ng) ho\u1eb7c b\u00ean th\u1ee9 ba y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng b\u1ea3o hi\u1ec3m<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">2<\/a>]<\/sup>. do \u0111\u00f3, h\u1ea7u h\u1ebft c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m \u0111\u1ec1u d\u00e0nh th\u1eddi gian v\u00e0 ng\u00e2n s\u00e1ch cho vi\u1ec7c ph\u00e1t hi\u1ec7n gian l\u1eadn.<\/p>\n\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e1t hi\u1ec7n gian l\u1eadn trong ng\u00e0nh b\u1ea3o hi\u1ec3m l\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn. <\/p>\n\n<p>Gian l\u1eadn b\u1ea3o hi\u1ec3m l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c \u0111\u00e1ng k\u1ec3 \u0111\u1ed1i v\u1edbi ng\u00e0nh, g\u00e2y ra t\u1ed5n th\u1ea5t t\u00e0i ch\u00ednh v\u00e0 l\u00e0m t\u0103ng ph\u00ed b\u1ea3o hi\u1ec3m cho ng\u01b0\u1eddi tham gia. H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e1t hi\u1ec7n gian l\u1eadn ra \u0111\u1eddi v\u1edbi m\u1ee5c ti\u00eau c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng ho\u1eb7c ho\u1ea1t \u0111\u1ed9ng ti\u1ec1m \u1ea9n gian l\u1eadn.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tu_Thu_Cong_Sang_Ky_Thuat_So_Nhu_cau_Tu_Dong_Hoa_Tang_Cao\"><\/span><strong><strong>T\u1eeb Th\u1ee7 C\u00f4ng Sang K\u1ef9 Thu\u1eadt S\u1ed1: Nhu c\u1ea7u T\u1ef1 \u0110\u1ed9ng H\u00f3a T\u0103ng Cao<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p><strong>Ph\u00e1t hi\u1ec7n gian l\u1eadn theo c\u00e1ch truy\u1ec1n th\u1ed1ng<\/strong> th\u01b0\u1eddng d\u1ef1a tr\u00ean nh\u1eefng quy t\u1eafc c\u00f3 s\u1eb5n v\u00e0 ph\u00e2n t\u00edch b\u1edfi con ng\u01b0\u1eddi \u0111\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c h\u00e0nh vi gian l\u1eadn. Nh\u1eefng ph\u01b0\u01a1ng th\u1ee9c n\u00e0y th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi l\u01b0\u1ee3ng l\u1edbn nh\u00e2n c\u00f4ng v\u00e0 kh\u00f4ng th\u1ec3 ph\u00e1t hi\u1ec7n nh\u1eefng gian l\u1eadn ph\u1ee9c t\u1ea1p. Nh\u1eefng h\u1ea1n ch\u1ebf kh\u00e1c c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p n\u00e0y bao g\u1ed3m: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>K\u1ebft qu\u1ea3 nh\u1eadn di\u1ec7n sai:<\/strong> M\u1ed9t quy t\u1eafc ch\u1eb7n t\u1ea5t c\u1ea3 c\u00e1c giao d\u1ecbch t\u1eeb m\u1ed9t khu v\u1ef1c r\u1ee7i ro s\u1ebd ng\u0103n c\u1ea3n nhi\u1ec1u kh\u00e1ch h\u00e0ng h\u1ee3p l\u1ec7 ti\u1ebfp c\u1eadn doanh nghi\u1ec7p <sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">3<\/a>]<\/sup>.<\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>K\u1ebft qu\u1ea3 c\u1ed1 \u0111\u1ecbnh:<\/strong> Ng\u01b0\u1ee1ng h\u00e0nh vi gian l\u1eadn c\u00f3 th\u1ec3 thay \u0111\u1ed5i theo th\u1eddi gian n\u00ean c\u00e1c quy t\u1eafc c\u00f3 th\u1ec3 tr\u1edf n\u00ean kh\u00f4ng h\u1ee3p l\u1ec7. C\u00e1c quy t\u1eafc th\u01b0\u1eddng ch\u1ec9 cho ph\u00e9p tr\u1ea3 l\u1eddi &#8220;c\u00f3&#8221; ho\u1eb7c &#8220;kh\u00f4ng&#8221;, v\u00ec v\u1eady ch\u00fang kh\u00f4ng cho ph\u00e9p b\u1ea1n \u0111i\u1ec1u ch\u1ec9nh k\u1ebft qu\u1ea3 ho\u1eb7c \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 r\u1ee7i ro c\u1ee7a m\u1ed9t kho\u1ea3n thanh to\u00e1n.<\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>Kh\u00f4ng hi\u1ec7u qu\u1ea3 v\u00e0 kh\u00f3 m\u1edf r\u1ed9ng:<\/strong> S\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p ch\u1ec9 d\u1ef1a tr\u00ean quy t\u1eafc c\u00f3 ngh\u0129a l\u00e0 th\u01b0 vi\u1ec7n quy t\u1eafc c\u1ee7a b\u1ea1n ph\u1ea3i li\u00ean t\u1ee5c m\u1edf r\u1ed9ng khi ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn ng\u00e0y c\u00e0ng tinh vi. \u0110i\u1ec1u n\u00e0y khi\u1ebfn h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng ch\u1eadm h\u01a1n v\u00e0 \u0111\u1eb7t g\u00e1nh n\u1eb7ng b\u1ea3o tr\u00ec l\u00ean \u0111\u1ed9i ng\u0169 ph\u00e2n t\u00edch gian l\u1eadn c\u1ee7a b\u1ea1n. <\/li>\n<\/ul>\n\n<p>Ng\u01b0\u1ee3c l\u1ea1i, <strong>h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e1t hi\u1ec7n gian l\u1eadn b\u1eb1ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (AI)<\/strong> s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u nh\u1eb1m x\u00e1c \u0111\u1ecbnh nh\u1eefng b\u1ea5t th\u01b0\u1eddng c\u00f3 th\u1ec3 cho th\u1ea5y gian l\u1eadn. C\u00e1c thu\u1eadt to\u00e1n n\u00e0y h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u m\u1edbi v\u00e0 th\u00edch \u1ee9ng v\u1edbi c\u00e1c m\u00f4 h\u00ecnh gian l\u1eadn thay \u0111\u1ed5i. Gh\u00e9 th\u0103m \u0111\u1ed1i t\u00e1c c\u1ee7a ch\u00fang t\u00f4i, gi\u00e0y d\u00e9p \u2013 \u0111\u01a1n v\u1ecb d\u1eabn \u0111\u1ea7u v\u1ec1 gi\u00e0y d\u00e9p th\u1eddi trang!<\/p>\n\n<p><em>B\u1ea3ng d\u01b0\u1edbi \u0111\u00e2y t\u00f3m t\u1eaft nh\u1eefng \u0111i\u1ec3m kh\u00e1c bi\u1ec7t ch\u00ednh gi\u1eefa c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00e1t hi\u1ec7n gian l\u1eadn truy\u1ec1n th\u1ed1ng v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e1t hi\u1ec7n gian l\u1eadn b\u1eb1ng AI:<\/em><\/p>\n<style>.kb-image19507_4e2b99-00.kb-image-is-ratio-size, .kb-image19507_4e2b99-00 .kb-image-is-ratio-size{max-width:1064px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image19507_4e2b99-00.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image19507_4e2b99-00 .kb-image-is-ratio-size{align-self:unset;}.kb-image19507_4e2b99-00 figure{max-width:1064px;}.kb-image19507_4e2b99-00 .image-is-svg, .kb-image19507_4e2b99-00 .image-is-svg img{width:100%;}.kb-image19507_4e2b99-00 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image19507_4e2b99-00\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"886\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/Automation-Fraud-Detection-Chart-1024x886.jpg\" alt=\"T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn\" class=\"kb-img wp-image-19543\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/Automation-Fraud-Detection-Chart-1024x886.jpg 1024w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/Automation-Fraud-Detection-Chart-300x259.jpg 300w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/Automation-Fraud-Detection-Chart-768x664.jpg 768w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/Automation-Fraud-Detection-Chart-1536x1329.jpg 1536w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/Automation-Fraud-Detection-Chart-2048x1771.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n<p>Trong ph\u01b0\u01a1ng ph\u00e1p ph\u00e1t hi\u1ec7n gian l\u1eadn truy\u1ec1n th\u1ed1ng, nhi\u1ec1u nhi\u1ec7m v\u1ee5 th\u1ee7 c\u00f4ng l\u1eb7p \u0111i l\u1eb7p l\u1ea1i g\u00e2y t\u1ed1n k\u00e9m th\u1eddi gian v\u00e0 chi ph\u00ed. C\u00e1c b\u01b0\u1edbc nh\u01b0 ki\u1ec3m tra tu\u00e2n th\u1ee7, nh\u1eadp v\u00e0 x\u00e1c minh d\u1eef li\u1ec7u, ph\u00e2n lo\u1ea1i y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng, v.v. <\/p>\n\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a trong ph\u00e1t hi\u1ec7n gian l\u1eadn gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 g\u00e1nh n\u1eb7ng cho c\u00e1c nh\u00e0 ph\u00e2n t\u00edch. H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a nh\u1eefng t\u00e1c v\u1ee5 hi\u1ec7n c\u00e1c nh\u00e0 ph\u00e2n t\u00edch gian l\u1eadn th\u1ef1c hi\u1ec7n th\u1ee7 c\u00f4ng, gi\u00fap h\u1ecd c\u00f3 th\u1eddi gian t\u1eadp trung v\u00e0o c\u00e1c cu\u1ed9c \u0111i\u1ec1u tra ph\u1ee9c t\u1ea1p h\u01a1n.<\/p>\n\n<p>Nh\u00ecn chung, t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e1t hi\u1ec7n gian l\u1eadn b\u1eb1ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (AI) l\u00e0 ph\u01b0\u01a1ng ph\u00e1p hi\u1ec7u qu\u1ea3 v\u00e0 nhanh ch\u00f3ng h\u01a1n so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng. N\u00f3 cung c\u1ea5p c\u00e1ch ti\u1ebfp c\u1eadn to\u00e0n di\u1ec7n, th\u00edch \u1ee9ng v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 \u0111\u1ec3 ng\u0103n ch\u1eb7n gian l\u1eadn. <\/p>\n\n<p>C\u00f9ng v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a nh\u1eefng k\u1ef9 thu\u1eadt tinh vi t\u1eeb k\u1ebb gian l\u1eadn, AI s\u1ebd \u0111\u00f3ng vai tr\u00f2 ng\u00e0y c\u00e0ng quan tr\u1ecdng trong vi\u1ec7c b\u1ea3o v\u1ec7 doanh nghi\u1ec7p v\u00e0 ng\u01b0\u1eddi ti\u00eau d\u00f9ng kh\u1ecfi c\u00e1c t\u1ed5n th\u1ea5t t\u00e0i ch\u00ednh.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_Loai_Gian_Lan_Bao_Hiem_Pho_Bien\"><\/span><strong><strong>C\u00e1c Lo\u1ea1i Gian L\u1eadn B\u1ea3o Hi\u1ec3m Ph\u1ed5 Bi\u1ebfn<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Theo c\u00e1c chuy\u00ean gia trong ng\u00e0nh, \u0111\u00e2y l\u00e0 nh\u1eefng lo\u1ea1i gian l\u1eadn ph\u1ed5 bi\u1ebfn nh\u1ea5t nh\u1eafm v\u00e0o c\u00e1c ph\u00e2n kh\u00fac kh\u00e1c nhau c\u1ee7a l\u0129nh v\u1ef1c b\u1ea3o hi\u1ec3m<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">4<\/a>]<\/sup>:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Gian l\u1eadn B\u1ea3o hi\u1ec3m \u00d4 t\u00f4:<\/strong> X\u1ea3y ra khi c\u00e1 nh\u00e2n c\u1ed1 t\u00ecnh g\u00e2y tai n\u1ea1n ho\u1eb7c ph\u00f3ng \u0111\u1ea1i thi\u1ec7t h\u1ea1i \u0111\u1ec3 y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng gian l\u1eadn.<\/li>\n\n\n\n<li><strong>Gian l\u1eadn trong l\u0129nh v\u1ef1c Ch\u0103m s\u00f3c S\u1ee9c kh\u1ecfe<\/strong>: Bao g\u1ed3m vi\u1ec7c g\u1eedi h\u00f3a \u0111\u01a1n y t\u1ebf gi\u1ea3, t\u00ednh ph\u00ed qu\u00e1 cao, c\u00e1c th\u1ee7 t\u1ee5c y t\u1ebf kh\u00f4ng c\u1ea7n thi\u1ebft ho\u1eb7c thanh to\u00e1n cho c\u00e1c d\u1ecbch v\u1ee5 kh\u00f4ng \u0111\u01b0\u1ee3c cung c\u1ea5p.<\/li>\n\n\n\n<li><strong>Gian l\u1eadn B\u1ed3i th\u01b0\u1eddng Tai n\u1ea1n Lao \u0111\u1ed9ng<\/strong>: X\u1ea3y ra khi ng\u01b0\u1eddi s\u1eed d\u1ee5ng lao \u0111\u1ed9ng ho\u1eb7c ng\u01b0\u1eddi lao \u0111\u1ed9ng \u0111\u01b0a ra y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng gi\u1ea3 m\u1ea1o ho\u1eb7c khai man v\u1ec1 th\u01b0\u01a1ng t\u00edch \u0111\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c tr\u1ee3 c\u1ea5p tai n\u1ea1n lao \u0111\u1ed9ng.<\/li>\n\n\n\n<li><strong>Gian l\u1eadn T\u00e0i s\u1ea3n Li\u00ean Quan \u0111\u1ebfn Th\u1ea3m h\u1ecda:<\/strong> Bao g\u1ed3m vi\u1ec7c c\u1ed1 t\u00ecnh ph\u00f3ng h\u1ecfa t\u00e0i s\u1ea3n ho\u1eb7c g\u00e2y thi\u1ec7t h\u1ea1i \u0111\u1ec3 y\u00eau c\u1ea7u quy\u1ec1n l\u1ee3i b\u1ea3o hi\u1ec3m.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-03.jpg\" alt=\"C&#xE1;ch Th&#x1EE9;c T&#x1EF1; &#x111;&#x1ED9;ng h&#xF3;a N&#xE2;ng Cao Kh&#x1EA3; N&#x103;ng Ph&#xE1;t Hi&#x1EC7;n Gian L&#x1EAD;n\" class=\"wp-image-19518\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-03.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-03-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Loi_Ich_Cua_He_thong_Tu_Dong_Hoa_Phat_Hien_Gian_Lan_Trong_Nganh_Bao_Hiem\"><\/span><strong><strong>L\u1ee3i \u00cdch C\u1ee7a H\u1ec7 th\u1ed1ng T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn Trong Ng\u00e0nh B\u1ea3o Hi\u1ec3m<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111ang thay \u0111\u1ed5i ho\u00e0n to\u00e0n c\u00e1ch th\u1ee9c ph\u00e1t hi\u1ec7n gian l\u1eadn. B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c kh\u00eda c\u1ea1nh kh\u00e1c nhau c\u1ee7a quy tr\u00ecnh ph\u00e1t hi\u1ec7n gian l\u1eadn, c\u00e1c doanh nghi\u1ec7p b\u1ea3o hi\u1ec3m c\u00f3 th\u1ec3 n\u00e2ng cao kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn k\u1ecbp th\u1eddi v\u00e0 hi\u1ec7u qu\u1ea3.<\/p>\n\n<p><strong>Gi\u1ea3m Thi\u1ec7t H\u1ea1i T\u00e0i Ch\u00ednh<\/strong><\/p>\n\n<p>B\u1eb1ng c\u00e1ch gi\u1ea3m thi\u1ec3u c\u00e1c kho\u1ea3n thanh to\u00e1n gian l\u1eadn nh\u1edd h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n gian l\u1eadn, c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m c\u00f3 th\u1ec3 duy tr\u00ec l\u1ee3i nhu\u1eadn. Ngo\u00e0i ra, t\u1ef1 \u0111\u1ed9ng h\u00f3a gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng, gi\u1ea3m chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 t\u1ed5ng th\u1ec3.<\/p>\n\n<p><strong>X\u00e2y D\u1ef1ng Uy T\u00edn v\u00e0 Thu H\u00fat Kh\u00e1ch H\u00e0ng<\/strong><\/p>\n\n<p>Th\u00f4ng qua vi\u1ec7c t\u00edch c\u1ef1c ch\u1ed1ng gian l\u1eadn v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn, c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m b\u1ea3o v\u1ec7 uy t\u00edn c\u1ee7a ng\u00e0nh, thu h\u00fat kh\u00e1ch h\u00e0ng m\u1edbi v\u00e0 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i. Do \u0111\u00f3, \u0111i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn vi\u1ec7c t\u0103ng doanh s\u1ed1 b\u00e1n h\u00e0ng. <\/p>\n\n<p><strong>Tu\u00e2n Th\u1ee7 Quy \u0110\u1ecbnh<\/strong><\/p>\n\n<p>Ph\u00e1t hi\u1ec7n gian l\u1eadn l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m tu\u00e2n th\u1ee7 c\u00e1c y\u00eau c\u1ea7u theo quy \u0111\u1ecbnh. B\u1eb1ng c\u00e1ch tri\u1ec3n khai c\u00e1c bi\u1ec7n ph\u00e1p ph\u00e1t hi\u1ec7n gian l\u1eadn m\u1ea1nh m\u1ebd, c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m ch\u1ee9ng minh s\u1ef1 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh c\u1ee7a ng\u00e0nh v\u00e0 tr\u00e1nh c\u00e1c h\u00ecnh ph\u1ea1t.<\/p>\n\n<p><strong>\u0110\u1ed9 Ch\u00ednh X\u00e1c v\u00e0 Hi\u1ec7u Qu\u1ea3 Cao H\u01a1n<\/strong><\/p>\n\n<p>Thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c h\u00ecnh th\u1ee9c gian l\u1eadn ph\u1ee9c t\u1ea1p m\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean quy t\u1eafc truy\u1ec1n th\u1ed1ng c\u00f3 th\u1ec3 b\u1ecf qua. B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh, c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c ph\u00e1t hi\u1ec7n gian l\u1eadn v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro nh\u1eadn di\u1ec7n sai <sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">5<\/a>]<\/sup>.<\/p>\n\n<p><strong>X\u1eed L\u00fd Y\u00eau C\u1ea7u B\u1ed3i Th\u01b0\u1eddng Nhanh Ch\u00f3ng<\/strong><\/p>\n\n<p>Quy tr\u00ecnh ph\u00e1t hi\u1ec7n gian l\u1eadn th\u1ee7 c\u00f4ng c\u00f3 th\u1ec3 t\u1ed1n nhi\u1ec1u th\u1eddi gian, d\u1eabn \u0111\u1ebfn vi\u1ec7c ch\u1eadm tr\u1ec5 trong x\u1eed l\u00fd y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng v\u00e0 g\u00e2y ra s\u1ef1 b\u1ea5t m\u00e3n cho kh\u00e1ch h\u00e0ng. Sau khi \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a, h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n gian l\u1eadn c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng h\u1ee3p l\u1ec7 nhanh h\u01a1n, c\u1ea3i thi\u1ec7n s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-07.jpg\" alt=\"C&#xE1;ch Th&#x1EE9;c T&#x1EF1; &#x111;&#x1ED9;ng h&#xF3;a N&#xE2;ng Cao Kh&#x1EA3; N&#x103;ng Ph&#xE1;t Hi&#x1EC7;n Gian L&#x1EAD;n\" class=\"wp-image-19534\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-07.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-07-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure><\/div>\n<p><strong>Kh\u1ea3 n\u0103ng M\u1edf R\u1ed9ng v\u00e0 Th\u00edch \u1ee8ng T\u1ed1t H\u01a1n<\/strong><\/p>\n\n<p>H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng \u0111\u1ec3 th\u00edch \u1ee9ng v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng v\u00e0 c\u00e1c m\u00f4 h\u00ecnh gian l\u1eadn bi\u1ebfn \u0111\u1ed5i, \u0111\u1ea3m b\u1ea3o c\u00e1c doanh nghi\u1ec7p \u0111\u01b0\u1ee3c trang b\u1ecb \u0111\u1ec3 x\u1eed l\u00fd b\u1ed1i c\u1ea3nh r\u1ee7i ro lu\u00f4n thay \u0111\u1ed5i.<\/p>\n\n<p><strong>Gi\u1ea3m Thi\u1ec3u C\u00f4ng Vi\u1ec7c Th\u1ee7 C\u00f4ng<\/strong><\/p>\n\n<p>Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a c\u00e1c nh\u00e0 \u0111i\u1ec1u tra gian l\u1eadn \u0111\u00e3 gi\u1ea3m \u0111\u00e1ng k\u1ec3 k\u1ec3 t\u1eeb khi c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a. Do \u0111\u00f3, nh\u00e2n vi\u00ean c\u00f3 nhi\u1ec1u th\u1eddi gian h\u01a1n \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p h\u01a1n, c\u1ea7n \u0111\u01b0\u1ee3c \u01b0u ti\u00ean \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 n\u0103ng su\u1ea5t.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phat_Hien_Uc_Che_Bao_Ve_Cac_Ky_Thuat_AI_Nang_Cao_Tu_Dong_Hoa_Phat_Hien_Gian_Lan_Bao_Hiem\"><\/span><strong><strong>Ph\u00e1t Hi\u1ec7n, \u1ee8c Ch\u1ebf, B\u1ea3o V\u1ec7: C\u00e1c K\u1ef9 Thu\u1eadt AI N\u00e2ng Cao T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn B\u1ea3o Hi\u1ec3m <\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (AI) t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng \u0111\u1ec3 gi\u1ea3m thi\u1ec3u c\u00e1c y\u00eau c\u1ea7u gian l\u1eadn, theo d\u00f5i h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c ho\u1ea1t \u0111\u1ed9ng b\u1ea5t th\u01b0\u1eddng cho th\u1ea5y gian l\u1eadn. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1ch c\u00e1c k\u1ef9 thu\u1eadt AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong t\u1ef1 \u0111\u1ed9ng h\u00f3a g\u00f3p ph\u1ea7n c\u1ea3i thi\u1ec7n vi\u1ec7c ph\u00e1t hi\u1ec7n gian l\u1eadn:<\/p>\n\n<p><strong>H\u1ecdc M\u00e1y (Machine Learning) <\/strong><\/p>\n\n<p>T\u1ef1 \u0111\u1ed9ng x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh gian l\u1eadn trong d\u1eef li\u1ec7u l\u1ecbch s\u1eed. Ph\u00e1t hi\u1ec7n gian l\u1eadn b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 t\u00ecm ra c\u00e1c m\u1eabu h\u00ecnh v\u00e0 b\u1ea5t th\u01b0\u1eddng. D\u1eef li\u1ec7u n\u00e0y sau \u0111\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh nh\u1eb1m \u0111\u00e1nh d\u1ea5u c\u00e1c h\u00e0nh vi gian l\u1eadn ti\u1ec1m \u1ea9n trong d\u1eef li\u1ec7u t\u01b0\u01a1ng lai. <\/p>\n\n<p>M\u1ed9t s\u1ed1 k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y ph\u1ed5 bi\u1ebfn bao g\u1ed3m<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">6<\/a>]<\/sup>: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>H\u1ecdc M\u00e1y C\u00f3 Gi\u00e1m s\u00e1t<\/strong> (Supervised learning): S\u1eed d\u1ee5ng t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c d\u00e1n nh\u00e3n \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, \u00e1nh x\u1ea1 d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u1edbi nh\u00e3n \u0111\u1ea7u ra mong mu\u1ed1n. Sau khi \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi d\u1eef li\u1ec7u trong qu\u00e1 kh\u1ee9 v\u1ec1 c\u00e1c y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng gian l\u1eadn \u0111\u00e3 bi\u1ebft, m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng tr\u00ean d\u1eef li\u1ec7u t\u01b0\u01a1ng lai \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn.<\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>H\u1ecdc M\u00e1y Kh\u00f4ng Gi\u00e1m s\u00e1t<\/strong> (Unsupervised Learning):D\u1ef1a v\u00e0o c\u1ea5u tr\u00fac c\u1ee7a ch\u00ednh d\u1eef li\u1ec7u \u0111\u1ec3 nh\u00f3m c\u00e1c y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng theo s\u1ed1 ti\u1ec1n, \u0111\u1ecba \u0111i\u1ec3m v\u00e0 lo\u1ea1i y\u00eau c\u1ea7u. N\u1ebfu c\u00f3 nh\u1eefng nh\u00f3m kh\u00e1c bi\u1ec7t \u0111\u00e1ng k\u1ec3 so v\u1edbi c\u00e1c nh\u00f3m kh\u00e1c, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 cho th\u1ea5y gian l\u1eadn. <\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n c\u1ee5m (Clustering)<\/strong>: Nh\u00f3m c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u t\u01b0\u01a1ng t\u1ef1 nhau v\u00e0 t\u00e1ch bi\u1ec7t c\u00e1c \u0111i\u1ec3m kh\u00f4ng gi\u1ed1ng nhau. <\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>Quy t\u1eafc T\u01b0\u01a1ng quan (Association Rules)<\/strong>: T\u00ecm ki\u1ebfm m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c m\u1ee5c trong t\u1eadp d\u1eef li\u1ec7u. V\u00ed d\u1ee5: nh\u1eefng ng\u01b0\u1eddi n\u1ed9p y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng b\u1ea3o hi\u1ec3m cho tai n\u1ea1n xe h\u01a1i c\u0169ng c\u00f3 nhi\u1ec1u kh\u1ea3 n\u0103ng n\u1ed9p y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng th\u01b0\u01a1ng t\u00edch. <\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng (Anomaly detection)<\/strong>: T\u00ecm ki\u1ebfm c\u00e1c m\u1eabu h\u00ecnh b\u1ea5t th\u01b0\u1eddng ho\u1eb7c kh\u00f4ng mong \u0111\u1ee3i trong d\u1eef li\u1ec7u, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng c\u00f3 kho\u1ea3n thanh to\u00e1n cao b\u1ea5t th\u01b0\u1eddng.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-04.jpg\" alt=\"C&#xE1;ch Th&#x1EE9;c T&#x1EF1; &#x111;&#x1ED9;ng h&#xF3;a N&#xE2;ng Cao Kh&#x1EA3; N&#x103;ng Ph&#xE1;t Hi&#x1EC7;n Gian L&#x1EAD;n\" class=\"wp-image-19522\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-04.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-04-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure><\/div>\n<p><strong>H\u1ecdc s\u00e2u (Deep learning)<\/strong> L\u00e0 m\u1ed9t lo\u1ea1i H\u1ecdc m\u00e1y s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh nh\u00e2n t\u1ea1o (ANN) \u0111\u01b0\u1ee3c l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi c\u1ee7a n\u00e3o b\u1ed9. ANN h\u1ecdc c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p trong d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u m\u1edbi. <\/p>\n\n<p><strong>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) <\/strong><\/p>\n\n<p>B\u1eb1ng c\u00e1ch tr\u00edch xu\u1ea5t \u00fd ngh\u0129a t\u1eeb d\u1eef li\u1ec7u v\u0103n b\u1ea3n phi c\u1ea5u tr\u00fac nh\u01b0 m\u00f4 t\u1ea3 y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng v\u00e0 b\u00e1o c\u00e1o y t\u1ebf, NLP x\u00e1c \u0111\u1ecbnh c\u00e1c ch\u1ec9 s\u1ed1 gian l\u1eadn ti\u1ec1m \u1ea9n m\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean quy t\u1eafc truy\u1ec1n th\u1ed1ng c\u00f3 th\u1ec3 b\u1ecf qua. N\u00f3 c\u0169ng ph\u00e2n t\u00edch \u0111\u00e1nh gi\u00e1 c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c d\u1ea5u hi\u1ec7u ti\u00eau c\u1ef1c <sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">7<\/a>]<\/sup>.<\/p>\n\n<p><strong>Th\u1ecb Gi\u00e1c M\u00e1y T\u00ednh (Computer Vision)<\/strong><\/p>\n\n<p>Trong vi\u1ec7c ph\u00e1t hi\u1ec7n gian l\u1eadn, c\u00e1c k\u1ef9 thu\u1eadt th\u1ecb gi\u00e1c m\u00e1y t\u00ednh ki\u1ec3m tra b\u1eb1ng ch\u1ee9ng h\u00ecnh \u1ea3nh li\u00ean quan \u0111\u1ebfn y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng b\u1ea3o hi\u1ec3m, ch\u1eb3ng h\u1ea1n nh\u01b0 \u1ea3nh hi\u1ec7n tr\u01b0\u1eddng tai n\u1ea1n ho\u1eb7c video gi\u00e1m s\u00e1t \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng \u0111i\u1ec3m kh\u00f4ng nh\u1ea5t qu\u00e1n ho\u1eb7c d\u1ea5u hi\u1ec7u ch\u1ec9nh s\u1eeda, \u0111\u00e1nh d\u1ea5u c\u00e1c y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng c\u00f3 kh\u1ea3 n\u0103ng gian l\u1eadn <sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">8<\/a>]<\/sup>.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Giai_Phap_Cho_Tuong_Lai_Ung_Dung_Thuc_Te_cua_Tu_Dong_Hoa_Phat_Hien_Gian_Lan_cho_Yeu_Cau_Boi_Thuong_Bao_Hiem\"><\/span><strong><strong>Gi\u1ea3i Ph\u00e1p Cho T\u01b0\u01a1ng Lai: \u1ee8ng D\u1ee5ng Th\u1ef1c T\u1ebf c\u1ee7a T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn cho Y\u00eau C\u1ea7u B\u1ed3i Th\u01b0\u1edfng B\u1ea3o Hi\u1ec3m<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-06.jpg\" alt=\"C&#xE1;ch Th&#x1EE9;c T&#x1EF1; &#x111;&#x1ED9;ng h&#xF3;a N&#xE2;ng Cao Kh&#x1EA3; N&#x103;ng Ph&#xE1;t Hi&#x1EC7;n Gian L&#x1EAD;n\" class=\"wp-image-19530\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-06.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-06-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure><\/div>\n<ol class=\"wp-block-list\">\n<li><strong>T\u1ef1 \u0111\u1ed9ng h\u00f3a Quy tr\u00ecnh Kh\u00e1ch H\u00e0ng M\u1edbi<\/strong><\/li>\n<\/ol>\n\n<p>Theo Gi\u00e1m \u0111\u1ed1c Tr\u1ea3i nghi\u1ec7m Kh\u00e1ch h\u00e0ng<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">9<\/a>]<\/sup> t\u1ea1i Edelweiss Tokio Life Insurance, quy tr\u00ecnh \u0111\u00f3n nh\u1eadn kh\u00e1ch h\u00e0ng m\u1edbi c\u1ee7a h\u1ecd \u0111\u00e3 \u0111\u01b0\u1ee3c tinh g\u1ecdn h\u00f3a nh\u1edd vi\u1ec7c tri\u1ec3n khai m\u1ed9t s\u1ed1 k\u1ef9 thu\u1eadt AI:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e1t hi\u1ec7n B\u1ea5t th\u01b0\u1eddng (Anomaly Detection):<\/strong> H\u1ecdc m\u00e1y (Machine Learning) ph\u00e2n t\u00edch t\u1ed1c \u0111\u1ed9 kh\u00e1ch h\u00e0ng \u0111i\u1ec1n v\u00e0o bi\u1ec3u m\u1eabu, chu\u1ed7i h\u00e0nh \u0111\u1ed9ng th\u1ef1c hi\u1ec7n ho\u1eb7c thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho giao d\u1ecbch. \u0110\u1ed9 l\u1ec7ch \u0111\u1ed9t ng\u1ed9t so v\u1edbi c\u00e1c m\u1eabu h\u00ecnh th\u00f4ng th\u01b0\u1eddng c\u00f3 th\u1ec3 k\u00edch ho\u1ea1t c\u1ea3nh b\u00e1o \u0111\u1ec3 \u0111i\u1ec1u tra th\u00eam.<\/li>\n\n\n\n<li><strong>X\u1eed l\u00fd Ng\u00f4n ng\u1eef T\u1ef1 nhi\u00ean (Natural Language Processing &#8211; NLP):<\/strong> Ph\u00e2n t\u00edch n\u1ed9i dung v\u00e0 ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong v\u0103n b\u1ea3n do kh\u00e1ch h\u00e0ng cung c\u1ea5p, ch\u1eb3ng h\u1ea1n nh\u01b0 bi\u1ec3u m\u1eabu \u0111\u0103ng k\u00fd ho\u1eb7c tin nh\u1eafn giao ti\u1ebfp, \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u00fd \u0111\u1ecbnh gian l\u1eadn ti\u1ec1m \u1ea9n trong th\u00f4ng tin \u0111\u01b0\u1ee3c cung c\u1ea5p<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">10<\/a>]<\/sup>. <\/li>\n<\/ul>\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li><strong>B\u1ea3o Hi\u1ec3m \u00d4 T\u00f4<\/strong><\/li>\n<\/ol>\n\n<p>Gi\u00e1m \u0111\u1ed1c K\u1ef9 thu\u1eadt t\u1ea1i Bimaplan<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">9<\/a>]<\/sup> cho bi\u1ebft t\u1ef1 \u0111\u1ed9ng h\u00f3a gi\u00fap ph\u00e1t h\u00e0nh h\u1ee3p \u0111\u1ed3ng ngay l\u1eadp t\u1ee9c v\u00e0 gi\u1ea3i quy\u1ebft quy\u1ec1n l\u1ee3i b\u1ea3o hi\u1ec3m theo th\u1eddi gian th\u1ef1c. C\u00e1c k\u1ef9 thu\u1eadt AI \u0111\u01b0\u1ee3c tri\u1ec3n khai bao g\u1ed3m:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Th\u1ecb gi\u00e1c M\u00e1y t\u00ednh (Computer Vision)<\/strong>: Ch\u1ee5p \u1ea3nh ph\u01b0\u01a1ng ti\u1ec7n b\u1ecb h\u01b0 h\u1ecfng v\u00e0 \u0111\u00e1nh gi\u00e1 gi\u00e1 tr\u1ecb y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng d\u1ef1a tr\u00ean ki\u1ebfn th\u1ee9c v\u1ec1 chi\u1ebfc xe \u0111\u00f3, m\u1ee9c \u0111\u1ed9 thi\u1ec7t h\u1ea1i v\u00e0 \u01b0\u1edbc t\u00ednh chi ph\u00ed s\u1eeda ch\u1eefa<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">11<\/a>]<\/sup>. <\/li>\n\n\n\n<li><strong>H\u1ecdc m\u00e1y (Machine Learning)<\/strong> C\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 ph\u00e2n c\u1ee5m v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p \u0111\u1ec3 l\u00e0m cho h\u1ec7 th\u1ed1ng th\u00f4ng minh h\u01a1n nh\u1eb1m ph\u00e2n lo\u1ea1i y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng l\u00e0 gian l\u1eadn hay h\u1ee3p l\u1ec7<sup>[<a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#article-sources\">12<\/a>]<\/sup>.<\/li>\n<\/ul>\n\n<p>Vi\u1ec7c ph\u00e1t hi\u1ec7n c\u00e1c h\u00e0nh vi nh\u01b0 y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng th\u01b0\u01a1ng t\u00edch kh\u00f4ng kh\u1edbp v\u1edbi b\u00e1o c\u00e1o s\u1ef1 c\u1ed1 gi\u00fap c\u00e1c c\u00f4ng ty ng\u0103n ch\u1eb7n ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. <\/p>\n\n<p>Do \u0111\u00f3, t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u00f3ng vai tr\u00f2 kh\u00f4ng th\u1ec3 thi\u1ebfu trong vi\u1ec7c ph\u00e1t hi\u1ec7n gian l\u1eadn trong Ng\u00e0nh B\u1ea3o hi\u1ec3m.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tu_Lua_Dao_den_Phat_Hien_Tu_Dong_Hoa_Ngan_Chan_Gian_Lan_va_Bao_Ve_Yeu_Cau_Boi_Thuong\"><\/span><strong><strong>T\u1eeb L\u1eeba \u0110\u1ea3o \u0111\u1ebfn Ph\u00e1t Hi\u1ec7n: T\u1ef1 \u0110\u1ed9ng H\u00f3a Ng\u0103n Ch\u1eb7n Gian L\u1eadn v\u00e0 B\u1ea3o V\u1ec7 Y\u00eau C\u1ea7u B\u1ed3i Th\u01b0\u1edfng!<\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"416\" src=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-05.jpg\" alt=\"C&#xE1;ch Th&#x1EE9;c T&#x1EF1; &#x111;&#x1ED9;ng h&#xF3;a N&#xE2;ng Cao Kh&#x1EA3; N&#x103;ng Ph&#xE1;t Hi&#x1EC7;n Gian L&#x1EAD;n\" class=\"wp-image-19526\" title=\"\" srcset=\"https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-05.jpg 740w, https:\/\/digi-texx.com\/wp-content\/uploads\/2023\/11\/How-Automation-Enhances-Fraud-Detection-05-300x169.jpg 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure><\/div>\n<p>Ph\u00e1t hi\u1ec7n gian l\u1eadn t\u1ef1 \u0111\u1ed9ng l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t \u0111\u1ec3 b\u1ea3o v\u1ec7 ng\u00e0nh b\u1ea3o hi\u1ec3m kh\u1ecfi m\u1ed1i \u0111e d\u1ecda ng\u00e0y c\u00e0ng gia t\u0103ng c\u1ee7a c\u00e1c ho\u1ea1t \u0111\u1ed9ng gian l\u1eadn. <\/p>\n\n<p>B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 AI, ML v\u00e0 NLP, c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m n\u00e2ng cao kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n gian l\u1eadn v\u00e0 duy tr\u00ec l\u1ee3i th\u1ebf c\u1ea1nh tranh \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o s\u1ef1 h\u00e0i l\u00f2ng v\u00e0 tin t\u01b0\u1edfng c\u1ee7a kh\u00e1ch h\u00e0ng. <\/p>\n\n<p>Ph\u00e1t hi\u1ec7n Gian l\u1eadn th\u00f4ng qua T\u1ef1 \u0111\u1ed9ng h\u00f3a cho y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng b\u1ea3o hi\u1ec3m gi\u00fap c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3, gi\u1ea3m chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng v\u00e0 cho ph\u00e9p c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m \u0111i tr\u01b0\u1edbc m\u1ed9t b\u01b0\u1edbc so v\u1edbi k\u1ebb gian l\u1eadn. <\/p>\n\n<p>Ng\u00e0nh b\u1ea3o hi\u1ec3m ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n, vi\u1ec7c \u00e1p d\u1ee5ng t\u1ef1 \u0111\u1ed9ng h\u00f3a trong ph\u00e1t hi\u1ec7n gian l\u1eadn s\u1ebd \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c b\u1ea3o v\u1ec7 t\u01b0\u01a1ng lai c\u1ee7a ng\u00e0nh.<\/p>\n<style>.kt-accordion-id19507_1fa414-7f .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:10px;}.kt-accordion-id19507_1fa414-7f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;background:#ffffff;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:5px solid var(--accent);border-top-left-radius:3px;border-top-right-radius:3px;border-bottom-right-radius:3px;border-bottom-left-radius:3px;background:#ffffff;text-transform:capitalize;color:#444444;padding-top:14px;padding-right:16px;padding-bottom:20px;padding-left:16px;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f .kt-blocks-accordion-header:focus-visible{color:#444444;background:#ffffff;border-top-color:var(--accent);border-top-style:solid;border-right-color:var(--accent);border-right-style:solid;border-bottom-color:var(--accent);border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id19507_1fa414-7f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id19507_1fa414-7f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id19507_1fa414-7f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:5px solid var(--accent);}}@media all and (max-width: 1024px){.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--accent);border-top-style:solid;border-right-color:var(--accent);border-right-style:solid;border-bottom-color:var(--accent);border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id19507_1fa414-7f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id19507_1fa414-7f .kt-accordion-inner-wrap{display:block;}.kt-accordion-id19507_1fa414-7f .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id19507_1fa414-7f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:5px solid var(--accent);}.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id19507_1fa414-7f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--accent);border-top-style:solid;border-right-color:var(--accent);border-right-style:solid;border-bottom-color:var(--accent);border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}.kt-accordion-id19507_1fa414-7f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id19507_1fa414-7f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--accent);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id19507_1fa414-7f kt-accordion-has-11-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"none\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane19507_76a855-c5\" id=\"article-sources\"><h3 class=\"kt-accordion-header-wrap\"><span class=\"ez-toc-section\" id=\"Nguon_tham_khao\"><\/span><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">Ngu\u1ed3n tham kh\u1ea3o<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<ol class=\"wp-block-list\">\n<li>Coalition Against Insurance Fraud. (2022, August 26). <em>Insurance Fraud Costs the U.S. $308.6 Billion Annually<\/em>. Coalition Against Insurance Fraud. Retrieved October 31, 2023, from <a href=\"https:\/\/insurancefraud.org\/wp-content\/uploads\/The-Impact-of-Insurance-Fraud-on-the-U.S.-Economy-Report-2022-8.26.2022.pdf\" target=\"_blank\" rel=\"noopener\">https:\/\/insurancefraud.org\/wp-content\/uploads\/The-Impact-of-Insurance-Fraud-on-the-U.S.-Economy-Report-2022-8.26.2022.pdf<\/a> (Accessed: 15 November 2023). <\/li>\n\n\n\n<li>H. Onur \u00d6ZCAN, \u0130smail \u00c7OLAK, &amp; Selin ER\u0130MHAN. (2022, March 3). <em>Kocaeli Journal of Science and Engineering SOBE: A Fraud Detection Platform in the Insurance Industry<\/em>. DergiPark. Retrieved October 20, 2023, from <a href=\"https:\/\/dergipark.org.tr\/en\/download\/article-file\/2063670\" target=\"_blank\" rel=\"noopener\">https:\/\/dergipark.org.tr\/en\/download\/article-file\/2063670<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Ravelin. (2023). <em>Machine learning for fraud detection<\/em>. Ravelin. Retrieved November 14, 2023, from <a href=\"https:\/\/www.ravelin.com\/insights\/machine-learning-for-fraud-detection\" target=\"_blank\" rel=\"noopener\">https:\/\/www.ravelin.com\/insights\/machine-learning-for-fraud-detection<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Insurance Fraud Prevention Authority. (2022). <em>Types of Insurance Fraud \u2014 PA Insurance Fraud Prevention Authority<\/em>. PA Insurance Fraud Prevention Authority. Retrieved October 20, 2023, from <a href=\"https:\/\/helpstopfraud.org\/insurance-fraud\/types-of-insurance-fraud\/\" target=\"_blank\" rel=\"noopener\">https:\/\/helpstopfraud.org\/insurance-fraud\/types-of-insurance-fraud\/<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Fraud.com. (2023). <em>Fraud Detection Automation &#8211; Keep your business safe by automating fraud detection<\/em>. Fraud.com. Retrieved November 14, 2023, from <a href=\"https:\/\/www.fraud.com\/post\/fraud-detection-automation\" target=\"_blank\" rel=\"noopener\">https:\/\/www.fraud.com\/post\/fraud-detection-automation<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Giovanni Sisinna. (2022, July 2). <em>How Insurance Industry is Using Machine Learning to Help Detect Fraud<\/em>. Linkedin. Retrieved October 31, 2023, from <a href=\"https:\/\/www.linkedin.com\/pulse\/how-insurance-industry-using-machine-learning-help-detect-sisinna\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.linkedin.com\/pulse\/how-insurance-industry-using-machine-learning-help-detect-sisinna\/<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Balasubramanian, A. (2023, march 16). <em>How AI Can Prevent Fraud Detection in Insurance<\/em>. Accolite. Retrieved October 20, 2023, from <a href=\"https:\/\/www.accolite.com\/news\/how-ai-can-prevent-fraud-detection-in-insurance-2\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.accolite.com\/news\/how-ai-can-prevent-fraud-detection-in-insurance-2\/<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Neil Alliston. (2022, November 1). <em>Computer Vision Means Satisfied Customers<\/em>. Insurance Thought Leadership. Retrieved October 31, 2023, from <a href=\"https:\/\/www.insurancethoughtleadership.com\/claims\/computer-vision-means-satisfied-customers\" target=\"_blank\" rel=\"noopener\">https:\/\/www.insurancethoughtleadership.com\/claims\/computer-vision-means-satisfied-customers<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Kirti Jha. (2023, June 28). <em>National Insurance Awareness Day: How is AI revolutionizing the insurance sector? Experts weigh in<\/em>. Mint Genie. Retrieved October 31, 2023, from <a href=\"https:\/\/mintgenie.livemint.com\/news\/personal-finance\/national-insurance-awareness-day-how-is-ai-revolutionizing-the-insurance-sector-experts-weigh-in-151687921923178\" target=\"_blank\" rel=\"noopener\">https:\/\/mintgenie.livemint.com\/news\/personal-finance\/national-insurance-awareness-day-how-is-ai-revolutionizing-the-insurance-sector-experts-weigh-in-151687921923178<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Csilla. (2023, August 11). <em>Reshaping Banking and Financial Services with Generative AI<\/em>. Wolfpack Digital. Retrieved October 31, 2023, from <a href=\"https:\/\/www.wolfpack-digital.com\/blogposts\/reshaping-banking-and-financial-services-with-generative-ai\" target=\"_blank\" rel=\"noopener\">https:\/\/www.wolfpack-digital.com\/blogposts\/reshaping-banking-and-financial-services-with-generative-ai<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>Brogan Woodburn, &amp; Rashawn Mitchner. (2023, June 22). <em>Future of Car Insurance: How AI Is Transforming Auto Insurance for Companies and Drivers<\/em>. MarketWatch. Retrieved October 23, 2023, from <a href=\"https:\/\/www.marketwatch.com\/guides\/insurance-services\/how-car-insurance-companies-use-ai\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.marketwatch.com\/guides\/insurance-services\/how-car-insurance-companies-use-ai\/<\/a> (Accessed: 15 November 2023).<\/li>\n\n\n\n<li>N. S. Patil, S. Kamanavalli, S. Hiregoudar, S. Jadhav, S. Kanakraddi and N. D. Hiremath, (2021, August 4). <em>Vehicle Insurance Fraud Detection System Using Robotic Process Automation and Machine Learning.<\/em> International Conference on Intelligent Technologies (CONIT), Hubli, India, 2021, pp. 1-5, doi: 10.1109\/CONIT51480.2021.9498507. Retrieved October 20, 2023, from:<a href=\"https:\/\/ieeexplore.ieee.org\/document\/9498507\" target=\"_blank\" rel=\"noopener\">https:\/\/ieeexplore.ieee.org\/document\/9498507<\/a> (Accessed: 15 November 2023).<\/li>\n<\/ol>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-accent-color\">| <em>\u0110\u1ecdc th\u00eam<\/em>: <\/mark><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em><a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/nang-cao-hieu-suat-website-voi-hinh-anh-toi-uu-hoa-ap-dung-dich-vu-xu-ly-hinh-anh\/\">N\u00e2ng Cao Hi\u1ec7u Su\u1ea5t Website V\u1edbi H\u00ecnh \u1ea2nh T\u1ed1i \u01afu H\u00f3a: \u00c1p D\u1ee5ng D\u1ecbch V\u1ee5 X\u1eed L\u00fd H\u00ecnh \u1ea2nh<\/a><\/em><\/li>\n\n\n\n<li><em><a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/dich-vu-xu-ly-hinh-anh-cho-trang-web-thuong-mai-dien-tu-toi-uu-hoa-hinh-anh-san-pham-de-ban-hang-tot-hon\/\">D\u1ecbch v\u1ee5 x\u1eed l\u00fd h\u00ecnh \u1ea3nh cho trang web th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed: T\u1ed1i \u01b0u h\u00f3a h\u00ecnh \u1ea3nh s\u1ea3n ph\u1ea9m \u0111\u1ec3 b\u00e1n h\u00e0ng t\u1ed1t h\u01a1n<\/a><\/em><\/li>\n\n\n\n<li><em><a href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/nhung-uu-diem-chinh-cua-dich-vu-thue-doi-ngu-cham-soc-khach-hang\/\">Nh\u1eefng \u01afu \u0110i\u1ec3m Ch\u00ednh c\u1ee7a D\u1ecbch V\u1ee5 Thu\u00ea \u0110\u1ed9i Ng\u0169 Ch\u0103m S\u00f3c Kh\u00e1ch H\u00e0ng<\/a><\/em><\/li>\n<\/ul>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Theo Li\u00ean minh ch\u1ed1ng gian l\u1eadn b\u1ea3o hi\u1ec3m (CAIF)[1] c\u00e1c h\u00e0nh vi gian l\u1eadn khi\u1ebfn ng\u01b0\u1eddi ti\u00eau d\u00f9ng M\u1ef9 thi\u1ec7t h\u1ea1i \u00edt nh\u1ea5t 80 t\u1ef7 &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn: Gi\u1ea3i Ph\u00e1p B\u1ea3o V\u1ec7 Y\u00eau C\u1ea7u H\u00f3a \u0110\u01a1n\" class=\"read-more button\" href=\"https:\/\/digi-texx.com\/vi\/techblog-vi\/__trashed-8\/#more-19508\" aria-label=\"Read more about T\u1ef1 \u0110\u1ed9ng H\u00f3a Ph\u00e1t Hi\u1ec7n Gian L\u1eadn: Gi\u1ea3i Ph\u00e1p B\u1ea3o V\u1ec7 Y\u00eau C\u1ea7u H\u00f3a \u0110\u01a1n\">Read More<\/a><\/p>\n","protected":false},"author":7,"featured_media":19541,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[50],"tags":[],"class_list":["post-19508","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-techblog-vi","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33"],"acf":[],"_links":{"self":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts\/19508","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/comments?post=19508"}],"version-history":[{"count":0,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/posts\/19508\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media\/19541"}],"wp:attachment":[{"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/media?parent=19508"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/categories?post=19508"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/digi-texx.com\/vi\/wp-json\/wp\/v2\/tags?post=19508"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}