{"id":5229,"date":"2019-09-11T11:45:00","date_gmt":"2019-09-11T08:45:00","guid":{"rendered":"https:\/\/favorite-news.com\/vi\/cac-thuat-toan-co-the-khien-ban-dua-ra-nhung-quyet-dinh-sai-lech-nhu-the-nao\/"},"modified":"2019-09-11T11:45:03","modified_gmt":"2019-09-11T08:45:03","slug":"cac-thuat-toan-co-the-khien-ban-dua-ra-nhung-quyet-dinh-sai-lech-nhu-the-nao","status":"publish","type":"post","link":"https:\/\/favorite-news.com\/vi\/cac-thuat-toan-co-the-khien-ban-dua-ra-nhung-quyet-dinh-sai-lech-nhu-the-nao\/","title":{"rendered":"C\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 khi\u1ebfn b\u1ea1n \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh sai l\u1ec7ch nh\u01b0 th\u1ebf n\u00e0o"},"content":{"rendered":"<p>&#13;<br \/>\n                                    Con ng\u01b0\u1eddi t\u1ea1o ra ph\u1ea7n m\u1ec1m v\u1edbi d\u1ef1 \u0111\u1ecbnh &#8220;\u0111\u00e0o t\u1ea1o&#8221; m\u00e1y t\u00ednh \u0111\u1ec3 t\u00ecm ra nh\u1eefng xu h\u01b0\u1edbng trong m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 gi\u00fap vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh tr\u1edf n\u00ean s\u00e1ng su\u1ed1t h\u01a1n. Tuy nhi\u00ean, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111ang ch\u1ec9 ra r\u1eb1ng c\u00e1c thu\u1eadt to\u00e1n \u2013 &#8220;tr\u00e1i tim&#8221; c\u1ee7a ph\u1ea7n m\u1ec1m \u2013 c\u00f3 th\u1ec3 sao ch\u00e9p v\u00e0 th\u1eadm ch\u00ed l\u00e0m sai l\u1ec7ch quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi. Qu\u1ed1c h\u1ed9i M\u1ef9 \u0111ang xem x\u00e9t 1 d\u1ef1 lu\u1eadt h\u01b0\u1edbng \u0111\u1ebfn gi\u1ea3i quy\u1ebft t\u00ecnh tr\u1ea1ng thi\u00ean l\u1ec7ch n\u00e0y.1\/ Thu\u1eadt to\u00e1n l\u00e0 g\u00ec?  R\u1ea5t \u0111\u01a1n gi\u1ea3n: \u0111\u00f3 l\u00e0 1 c\u00f4ng th\u1ee9c \u0111\u1ec3 x\u1eed l\u00fd th\u00f4ng tin ho\u1eb7c th\u1ef1c hi\u1ec7n 1 nhi\u1ec7m v\u1ee5. S\u1eafp x\u1ebfp t\u00ean theo th\u1ee9 t\u1ef1 abc l\u00e0 m\u1ed9t lo\u1ea1i thu\u1eadt to\u00e1n, c\u00f4ng th\u1ee9c l\u00e0m b\u00e1nh quy socola c\u0169ng v\u1eady. Tuy nhi\u00ean, thu\u1eadt to\u00e1n trong ph\u1ea7n m\u1ec1m m\u00e1y t\u00ednh ph\u1ee9c t\u1ea1p h\u01a1n r\u1ea5t nhi\u1ec1u. Nh\u1eefng c\u00f4ng ty nh\u01b0 Facebook hay Alphabet (c\u00f4ng ty m\u1eb9 c\u1ee7a Google) \u0111\u00e3 chi h\u00e0ng t\u1ef7 USD \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ch\u1eaft l\u1ecdc nh\u1eefng th\u1ee9 h\u1eefu \u00edch t\u1eeb &#8220;\u0111\u1ea1i d\u01b0\u01a1ng th\u00f4ng tin&#8221;.  2\/ Thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 b\u1ecb thi\u00ean l\u1ec7ch nh\u01b0 th\u1ebf n\u00e0o?  C\u00f3 l\u1ebd c\u00e1c k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m kh\u00f4ng d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c c\u00f3 ng\u00e0y c\u00e1c ph\u1ea7n m\u1ec1m m\u00e0 h\u1ecd s\u00e1ng t\u1ea1o ra l\u1ea1i &#8220;ph\u1ea3n b\u1ed9i&#8221; con ng\u01b0\u1eddi. V\u00ed d\u1ee5, n\u0103m 2015 Facebook \u0111\u00e3 b\u1ecb m\u1ed9t phen x\u1ea5u h\u1ed5 khi m\u1ed9t s\u1ed1 ng\u01b0\u1eddi M\u1ef9 kh\u00f4ng th\u1ec3 \u0111\u0103ng k\u00fd t\u00e0i kho\u1ea3n b\u1edfi v\u00ec ph\u1ea7n m\u1ec1m ngh\u0129 r\u1eb1ng t\u00ean c\u1ee7a h\u1ecd &#8211; v\u00ed d\u1ee5 nh\u01b0 Lance Browneyes v\u00e0 Dana Lone Hill \u2013 l\u00e0 t\u00ean gi\u1ea3. N\u0103m 2015 Amazon c\u0169ng g\u1eb7p r\u1eafc r\u1ed1i khi 1 h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) m\u00e0 h\u00e3ng \u0111ang th\u1eed nghi\u1ec7m \u0111\u1ec3 ch\u1ecdn l\u1ecdc h\u1ed3 s\u01a1 \u1ee9ng vi\u00ean \u0111\u00e3 t\u1ef1 \u0111\u1ed9ng lo\u1ea1i b\u1ecf c\u00e1c \u1ee9ng vi\u00ean n\u1eef sau khi t\u00ecm ra m\u1ed9t s\u1ed1 t\u1eeb kh\u00f3a tr\u00ean h\u1ed3 s\u01a1 xin vi\u1ec7c.3\/ C\u00e1c thu\u1eadt to\u00e1n l\u1ea5y d\u1eef li\u1ec7u t\u1eeb \u0111\u00e2u?  M\u1ed7i l\u1ea7n b\u1ea1n \u0111\u0103ng nh\u1eadp v\u00e0o \u1ee9ng d\u1ee5ng, mua th\u1ee9 g\u00ec \u0111\u00f3 tr\u00ean m\u1ea1ng ho\u1eb7c xem qu\u1ea3ng c\u00e1o tr\u00ean \u0111i\u1ec7n tho\u1ea1i, b\u1ea1n \u0111\u1ec1u \u0111\u1ec3 l\u1ea1i r\u1ea5t nhi\u1ec1u th\u00f4ng tin v\u1ec1 ho\u1ea1t \u0111\u1ed9ng v\u00e0 sau \u0111\u00f3 l\u00e0 m\u1ed1i quan t\u00e2m c\u1ee7a m\u00ecnh. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp b\u1edfi c\u00e1c c\u00f4ng ty internet \u1edf kh\u1eafp n\u01a1i. B\u1ea1n c\u00e0ng s\u1eed d\u1ee5ng nhi\u1ec1u trang web v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng m\u1ea1ng x\u00e3 h\u1ed9i th\u00ec h\u1ecd (nh\u01b0 Google, Facebook v\u00e0 nhi\u1ec1u c\u00f4ng ty internet kh\u00e1c) c\u00e0ng bi\u1ebft nhi\u1ec1u v\u1ec1 b\u1ea1n.  D\u0129 nhi\u00ean b\u00ean c\u1ea1nh \u0111\u00f3 c\u00f2n c\u00f3 nh\u1eefng k\u00eanh thu th\u1eadp d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng h\u01a1n: th\u00f4ng tin c\u1eed tri, b\u1eb1ng l\u00e1i xe, l\u1ecbch s\u1eed mua b\u00e1o v\u00e0 t\u1ea1p ch\u00ed, sao k\u00ea th\u1ebb t\u00edn d\u1ee5ng.. K\u1ebft h\u1ee3p v\u1edbi c\u00e1c th\u00f4ng tin tr\u1ef1c tuy\u1ebfn s\u1ebd c\u00f3 1 b\u1ed9 h\u1ed3 s\u01a1 ho\u00e0n ch\u1ec9nh v\u1ec1 t\u1eebng c\u00e1 nh\u00e2n.  4\/ V\u00ec sao l\u1ea1i c\u00f3 s\u1ef1 thi\u00ean l\u1ec7ch?  B\u1ea3n th\u00e2n d\u1eef li\u1ec7u kh\u00f4ng th\u1ec3 t\u1ef1 t\u1ea1o ra s\u1ef1 thi\u00ean l\u1ec7ch. V\u1ea5n \u0111\u1ec1 n\u1ea3y sinh trong qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng v\u00e0 di\u1ec5n gi\u1ea3i ch\u00fang, \u0111\u1eb7c bi\u1ec7t l\u00e0 khi c\u00e1c thu\u1eadt to\u00e1n v\u1ebd n\u00ean ch\u00e2n dung m\u1ed9t ng\u01b0\u1eddi th\u00f4ng qua nh\u1eefng m\u1ed1i quan h\u1ec7 t\u01b0\u01a1ng quan. V\u00ed d\u1ee5, lu\u1eadt M\u1ef9 kh\u00f4ng cho ph\u00e9p c\u00e1c c\u00f4ng ty \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh tuy\u1ec3n d\u1ee5ng d\u1ef1a tr\u00ean gi\u1edbi t\u00ednh, ch\u1ee7ng t\u1ed9c, tu\u1ed5i t\u00e1c, nh\u01b0ng \u0111\u00f3 v\u1eabn l\u00e0 nh\u1eefng y\u1ebfu t\u1ed1 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o b\u1ed9 d\u1eef li\u1ec7u. Lo\u1ea1i nh\u1ea1c b\u1ea1n hay nghe tr\u00ean YouTube c\u00f3 th\u1ec3 \u0111\u01b0a ra ch\u1ec9 d\u1eabn v\u1ec1 tu\u1ed5i t\u00e1c. M\u1ed9t nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n n\u0103m 2017 cho th\u1ea5y Facebook ph\u00e2n lo\u1ea1i m\u1ed9t s\u1ed1 ng\u01b0\u1eddi l\u00e0 gay d\u1ef1a tr\u00ean nh\u1eefng b\u00e0i vi\u1ebft m\u00e0 h\u1ecd hay nh\u1ea5n n\u00fat &#8220;th\u00edch&#8221;, k\u1ec3 c\u1ea3 khi ng\u01b0\u1eddi \u0111\u00f3 kh\u00f4ng c\u00f4ng khai nh\u1eadn m\u00ecnh l\u00e0 nh\u01b0 v\u1eady.  5\/ R\u1eafc r\u1ed1i \u1edf \u0111\u00e2y l\u00e0 g\u00ec?  H\u00e3y th\u1eed xem x\u00e9t d\u1ecbch v\u1ee5 t\u00ecm vi\u1ec7c tr\u1ef1c tuy\u1ebfn. Nghi\u00ean c\u1ee9u cho th\u1ea5y c\u00e1c c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c tr\u1ea3 l\u01b0\u01a1ng cao th\u01b0\u1eddng kh\u00f4ng \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u cho ph\u1ee5 n\u1eef v\u00e0 nh\u1eefng ng\u01b0\u1eddi da m\u00e0u v\u00ec nh\u1eefng ng\u01b0\u1eddi n\u00e0y kh\u00f4ng ph\u00f9 h\u1ee3p. Nh\u1eefng h\u1ec7 th\u1ed1ng nh\u01b0 v\u1eady s\u1eed d\u1ee5ng m\u1ed9t k\u1ef9 thu\u1eadt g\u1ecdi l\u00e0 &#8220;m\u00f4 h\u00ecnh ph\u1ecfng \u0111o\u00e1n&#8221; d\u1ef1a tr\u00ean c\u00e1c xu h\u01b0\u1edbng th\u1ec3 hi\u1ec7n tr\u00ean d\u1eef li\u1ec7u \u2013 \u0111i\u1ec1u c\u00f3 th\u1ec3 thi\u1ebfu ch\u00ednh x\u00e1c n\u1ebfu d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch \u0111\u00fang ho\u1eb7c m\u1eabu kh\u00f4ng th\u1ec3 hi\u1ec7n ch\u00ednh x\u00e1c \u0111\u1eb7c t\u00ednh c\u1ee7a c\u1ed9ng \u0111\u1ed3ng.  Nghi\u00ean c\u1ee9u t\u1eeb \u0110H California cho th\u1ea5y h\u1ec7 th\u1ed1ng cho vay s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n s\u1ebd \u00edt ph\u00e2n bi\u1ec7t ch\u1ee7ng t\u1ed9c h\u01a1n 40% so v\u1edbi t\u01b0\u01a1ng t\u00e1c tr\u1ef1c ti\u1ebfp nh\u01b0ng v\u1eabn c\u00f3 xu h\u01b0\u1edbng \u00e1p m\u1ee9c l\u00e3i su\u1ea5t cao h\u01a1n \u0111\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi da m\u00e0u. L\u00fd do l\u00e0 h\u1ed3 s\u01a1 c\u1ee7a h\u1ecd cho th\u1ea5y h\u1ecd kh\u00f4ng mua s\u1eafm nhi\u1ec1u b\u1eb1ng nh\u1eefng ng\u01b0\u1eddi kh\u00e1c.  6\/ S\u1ef1 thi\u00ean l\u1ec7ch s\u1ebd \u0111\u01b0\u1ee3c c\u00e1c thu\u1eadt to\u00e1n nh\u00e2n l\u00ean g\u1ea5p b\u1ed9i nh\u01b0 th\u1ebf n\u00e0o?  Khi d\u1eef li\u1ec7u b\u1ecb s\u1eed d\u1ee5ng sai, ph\u1ea7n m\u1ec1m c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p nhi\u1ec1u ph\u00e1n \u0111o\u00e1n sai v\u00e0 \u0111\u01b0a ra k\u1ebft lu\u1eadn sau. N\u0103m 2017, th\u00e0nh ph\u1ed1 Chicago th\u00f4ng b\u00e1o k\u1ebf ho\u1ea1ch tri\u1ec3n khai ph\u1ea7n m\u1ec1m d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 ph\u00e2n b\u1ed5 th\u00eam c\u00e1c s\u0129 quan c\u1ea3nh s\u00e1t \u0111\u1ebfn nh\u1eefng v\u00f9ng \u0111\u01b0\u1ee3c cho l\u00e0 s\u1ebd c\u00f3 t\u1ef7 l\u1ec7 t\u1ed9i ph\u1ea1m cao h\u01a1n. Nh\u01b0ng m\u00f4 h\u00ecnh n\u00e0y l\u1ea1i ch\u1ecdn nh\u1eefng v\u00f9ng \u0111ang c\u00f3 nhi\u1ec1u c\u1ea3nh s\u00e1t nh\u1ea5t.  V\u1ea5n \u0111\u1ec1 t\u01b0\u01a1ng t\u1ef1 x\u1ea3y ra v\u1edbi ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e1ng gi\u00e1 t\u1ed9i ph\u1ea1m. C\u1ea3nh s\u00e1t \u1edf Durham, Anh s\u1eed d\u1ee5ng d\u1eef li\u1ec7u nh\u01b0 m\u1ee9c thu nh\u1eadp v\u00e0 xu h\u01b0\u1edbng mua s\u1eafm t\u1eeb c\u00f4ng ty ch\u1ea5m \u0111i\u1ec3m t\u00edn d\u1ee5ng Experian \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n t\u1ef7 l\u1ec7 t\u00e1i ph\u1ea1m t\u1ed9i c\u1ee7a nh\u1eefng ng\u01b0\u1eddi t\u1eebng b\u1ecb b\u1eaft. Tuy nhi\u00ean k\u1ebft qu\u1ea3 l\u1ea1i l\u00e0 nh\u1eefng ng\u01b0\u1eddi ngh\u00e8o h\u01a1n b\u1ecb x\u1ebfp v\u00e0o nh\u00f3m c\u00f3 x\u00e1c su\u1ea5t cao.  7\/ C\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t th\u00ec sao?  H\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t \u2013 s\u1eed d\u1ee5ng camera k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 d\u1eef li\u1ec7u t\u1eeb c\u00e1c b\u1ee9c \u1ea3nh \u0111\u1ec3 nh\u1eadn di\u1ec7n danh t\u00ednh \u2013 \u0111\u00e3 b\u1ecb nhi\u1ec1u ng\u01b0\u1eddi ch\u1ec9 tr\u00edch l\u00e0 thi\u00ean l\u1ec7ch. L\u1eddi than phi\u1ec1n nhi\u1ec1u nh\u1ea5t l\u00e0 h\u1ec7 th\u1ed1ng t\u1ecf ra thi\u1ebfu ch\u00ednh x\u00e1c khi nh\u1eadn di\u1ec7n nh\u1eefng ng\u01b0\u1eddi c\u00f3 m\u00e0u da t\u1ed1i h\u01a1n, \u0111\u01a1n gi\u1ea3n l\u00e0 b\u1edfi v\u00ec n\u00f3 \u0111\u01b0\u1ee3c &#8220;\u0111\u00e0o t\u1ea1o&#8221; b\u1eb1ng h\u00ecnh \u1ea3nh c\u1ee7a nh\u1eefng ng\u01b0\u1eddi da tr\u1eafng.  8\/ Gi\u1edbi ch\u1ee9c \u0111\u00e3 l\u00e0m g\u00ec \u0111\u00e3 qu\u1ea3n l\u00fd chuy\u1ec7n n\u00e0y?  \u1ede M\u1ef9, l\u01b0\u1ee1ng vi\u1ec7n \u0111ang xem x\u00e9t d\u1ef1 lu\u1eadt g\u1ecdi l\u00e0 &#8220;t\u00ednh \u0111\u00e1ng tin c\u1ee7a thu\u1eadt to\u00e1n&#8221; y\u00eau c\u1ea7u c\u00e1c c\u00f4ng ty ph\u1ea3i ki\u1ec3m tra k\u1ef9 l\u01b0\u1ee1ng t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n. Anh c\u0169ng l\u1eadp \u1ee7y ban g\u1ed3m c\u00e1c k\u1ef9 s\u01b0 c\u00f4ng ngh\u1ec7, c\u00e1c nh\u00e0 ho\u1ea1ch \u0111\u1ecbnh ch\u00ednh s\u00e1ch v\u00e0 lu\u1eadt s\u01b0 \u0111ang th\u1ef1c hi\u1ec7n m\u1ed9t b\u00e1o c\u00e1o d\u1ef1 ki\u1ebfn s\u1ebd \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 v\u00e0o th\u00e1ng 3 n\u0103m sau \u0111\u1ec3 k\u00eau g\u1ecdi ki\u1ec3m so\u00e1t ch\u1eb7t ch\u1ebd h\u01a1n v\u00e0 x\u00e2y d\u1ef1ng 1 b\u1ed9 quy t\u1eafc \u0111\u1ea1o \u0111\u1ee9c. \u1ede EU, c\u00e1c c\u00f4ng d\u00e2n c\u00f3 quy\u1ec1n l\u1ef1a ch\u1ecdn s\u1ebd cung c\u1ea5p d\u1eef li\u1ec7u nh\u01b0 th\u1ebf n\u00e0o.<br \/>\n<br \/>\n<!--noindex--><br \/>\n<a href=\"http:\/\/cafef.vn\/cac-thuat-toan-co-the-khien-ban-dua-ra-nhung-quyet-dinh-sai-lech-nhu-the-nao-20190911151139703.chn\" rel=\"nofollow\">Source link <\/a><br \/>\n<!--\/noindex--><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#13; Con ng\u01b0\u1eddi t\u1ea1o ra ph\u1ea7n m\u1ec1m v\u1edbi d\u1ef1 \u0111\u1ecbnh &#8220;\u0111\u00e0o t\u1ea1o&#8221; m\u00e1y t\u00ednh \u0111\u1ec3 t\u00ecm ra nh\u1eefng xu h\u01b0\u1edbng trong m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 gi\u00fap vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh tr\u1edf n\u00ean s\u00e1ng su\u1ed1t h\u01a1n. 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