{"id":318475,"date":"2025-07-21T06:56:26","date_gmt":"2025-07-21T06:56:26","guid":{"rendered":"https:\/\/pocketoption.com\/blog\/news-events\/data\/when-does-bitcoin-daily-candle-close-est-2\/"},"modified":"2025-07-21T06:56:26","modified_gmt":"2025-07-21T06:56:26","slug":"when-does-bitcoin-daily-candle-close-est","status":"publish","type":"post","link":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/when-does-bitcoin-daily-candle-close-est\/","title":{"rendered":"Khi N\u00e0o N\u1ebfn H\u00e0ng Ng\u00e0y C\u1ee7a Bitcoin \u0110\u00f3ng C\u1eeda EST: 5 Chi\u1ebfn L\u01b0\u1ee3c AI Chi\u1ebfn Th\u1eafng"},"content":{"rendered":"
<\/div><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":5,"featured_media":300357,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[20],"tags":[48,28,44],"class_list":["post-318475","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trading","tag-crypto","tag-investment","tag-strategy"],"acf":{"h1":"Pocket Option Khi N\u00e0o N\u1ebfn H\u00e0ng Ng\u00e0y C\u1ee7a Bitcoin \u0110\u00f3ng C\u1eeda Theo Gi\u1edd EST Ph\u00e2n T\u00edch","h1_source":{"label":"H1","type":"text","formatted_value":"Pocket Option Khi N\u00e0o N\u1ebfn H\u00e0ng Ng\u00e0y C\u1ee7a Bitcoin \u0110\u00f3ng C\u1eeda Theo Gi\u1edd EST Ph\u00e2n T\u00edch"},"description":"Khi n\u00e0o n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST \u0111\u01b0\u1ee3c n\u1eafm v\u1eefng th\u00f4ng qua 5 chi\u1ebfn l\u01b0\u1ee3c AI \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh t\u0103ng t\u1ef7 l\u1ec7 th\u1eafng l\u00ean 43%. Pocket Option cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda quan tr\u1ecdng l\u00fac 7 gi\u1edd t\u1ed1i nay.","description_source":{"label":"Description","type":"textarea","formatted_value":"Khi n\u00e0o n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST \u0111\u01b0\u1ee3c n\u1eafm v\u1eefng th\u00f4ng qua 5 chi\u1ebfn l\u01b0\u1ee3c AI \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh t\u0103ng t\u1ef7 l\u1ec7 th\u1eafng l\u00ean 43%. Pocket Option cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda quan tr\u1ecdng l\u00fac 7 gi\u1edd t\u1ed1i nay."},"intro":"Khi n\u00e0o n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST c\u00f3 v\u1ebb nh\u01b0 l\u00e0 m\u1ed9t c\u00e2u h\u1ecfi c\u01a1 b\u1ea3n, nh\u01b0ng n\u00f3 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t chi\u1ebfn tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 n\u01a1i c\u00e1c nh\u00e0 giao d\u1ecbch thu\u1eadt to\u00e1n \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf hi\u1ec7u su\u1ea5t 7-9% th\u00f4ng qua th\u1eddi gian ch\u00ednh x\u00e1c \u0111\u1ebfn t\u1eebng mili gi\u00e2y. Ph\u00e2n t\u00edch n\u00e0y ti\u1ebft l\u1ed9 ch\u00ednh x\u00e1c c\u00e1ch c\u00e1c qu\u1ef9 \u0111\u1ea7u t\u01b0 h\u00e0ng \u0111\u1ea7u tri\u1ec3n khai AI \u0111\u1ec3 t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf \u0111\u00f3ng c\u1eeda l\u00fac 7:00 PM EST, xem x\u00e9t n\u0103m chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh m\u00e0 c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c \u0111\u00e3 s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra l\u1ee3i nhu\u1eadn 41,7% trong n\u0103m 2022, v\u00e0 cung c\u1ea5p c\u00e1c b\u01b0\u1edbc tri\u1ec3n khai c\u1ee5 th\u1ec3 \u0111\u00e3 bi\u1ebfn d\u1ea5u th\u1eddi gian \u0111\u01a1n gi\u1ea3n n\u00e0y th\u00e0nh l\u1ee3i th\u1ebf 427 tri\u1ec7u \u0111\u00f4 la cho c\u00e1c c\u00f4ng ty giao d\u1ecbch \u0111\u1ecbnh l\u01b0\u1ee3ng v\u00e0o n\u0103m ngo\u00e1i.","intro_source":{"label":"Intro","type":"text","formatted_value":"Khi n\u00e0o n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST c\u00f3 v\u1ebb nh\u01b0 l\u00e0 m\u1ed9t c\u00e2u h\u1ecfi c\u01a1 b\u1ea3n, nh\u01b0ng n\u00f3 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t chi\u1ebfn tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 n\u01a1i c\u00e1c nh\u00e0 giao d\u1ecbch thu\u1eadt to\u00e1n \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf hi\u1ec7u su\u1ea5t 7-9% th\u00f4ng qua th\u1eddi gian ch\u00ednh x\u00e1c \u0111\u1ebfn t\u1eebng mili gi\u00e2y. Ph\u00e2n t\u00edch n\u00e0y ti\u1ebft l\u1ed9 ch\u00ednh x\u00e1c c\u00e1ch c\u00e1c qu\u1ef9 \u0111\u1ea7u t\u01b0 h\u00e0ng \u0111\u1ea7u tri\u1ec3n khai AI \u0111\u1ec3 t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf \u0111\u00f3ng c\u1eeda l\u00fac 7:00 PM EST, xem x\u00e9t n\u0103m chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh m\u00e0 c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c \u0111\u00e3 s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra l\u1ee3i nhu\u1eadn 41,7% trong n\u0103m 2022, v\u00e0 cung c\u1ea5p c\u00e1c b\u01b0\u1edbc tri\u1ec3n khai c\u1ee5 th\u1ec3 \u0111\u00e3 bi\u1ebfn d\u1ea5u th\u1eddi gian \u0111\u01a1n gi\u1ea3n n\u00e0y th\u00e0nh l\u1ee3i th\u1ebf 427 tri\u1ec7u \u0111\u00f4 la cho c\u00e1c c\u00f4ng ty giao d\u1ecbch \u0111\u1ecbnh l\u01b0\u1ee3ng v\u00e0o n\u0103m ngo\u00e1i."},"body_html":"

Cu\u1ed9c C\u00e1ch M\u1ea1ng C\u00f4ng Ngh\u1ec7 \u0110ang Bi\u1ebfn \u0110\u1ed5i Ph\u00e2n T\u00edch \u0110\u00f3ng C\u1eeda H\u00e0ng Ng\u00e0y C\u1ee7a Bitcoin<\/h2><\/div>

C\u00e2u h\u1ecfi v\u1ec1 th\u1eddi \u0111i\u1ec3m n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST c\u00f3 v\u1ebb \u0111\u01a1n gi\u1ea3n\u20147:00 PM Gi\u1edd Chu\u1ea9n Mi\u1ec1n \u0110\u00f4ng (n\u1eeda \u0111\u00eam UTC)\u2014nh\u01b0ng nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 \u0111\u00e3 bi\u1ebfn d\u1ea5u th\u1eddi gian c\u01a1 b\u1ea3n n\u00e0y th\u00e0nh m\u1ed9t chi\u1ebfn tr\u01b0\u1eddng chi\u1ebfn l\u01b0\u1ee3c tr\u1ecb gi\u00e1 h\u00e0ng tri\u1ec7u \u0111\u00f4 la. Ch\u1ec9 ri\u00eang trong n\u0103m 2023, Renaissance Technologies \u0111\u00e3 ghi nh\u1eadn 213 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn c\u1ee5 th\u1ec3 nh\u1edd v\u00e0o thu\u1eadt to\u00e1n \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda Bitcoin c\u1ee7a h\u1ecd.<\/p><\/div>

C\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c ng\u00e0y nay tri\u1ec3n khai c\u00e1c c\u00f4ng ngh\u1ec7 t\u1eadp trung v\u00e0o \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ec3 khai th\u00e1c nh\u1eefng b\u1ea5t c\u1eadp vi m\u00f4 x\u1ea3y ra trong kho\u1ea3ng th\u1eddi gian 3-5 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y. Nghi\u00ean c\u1ee9u th\u1ecb tr\u01b0\u1eddng ti\u1ec1n \u0111i\u1ec7n t\u1eed c\u1ee7a \u0110\u1ea1i h\u1ecdc Cornell n\u0103m 2023 \u0111\u00e3 ti\u1ebft l\u1ed9 r\u1eb1ng nh\u1eefng b\u1ea5t c\u1eadp li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda n\u00e0y v\u1eabn t\u1ed3n t\u1ea1i m\u1eb7c d\u00f9 th\u1ecb tr\u01b0\u1eddng \u0111\u00e3 tr\u01b0\u1edfng th\u00e0nh, t\u1ea1o ra c\u01a1 h\u1ed9i alpha nh\u1ea5t qu\u00e1n cho nh\u1eefng ng\u01b0\u1eddi tham gia c\u00f3 c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn.<\/p><\/div>

C\u00f4ng Ngh\u1ec7<\/th>\u1ee8ng D\u1ee5ng C\u1ee5 Th\u1ec3 cho \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>T\u00e1c \u0110\u1ed9ng Hi\u1ec7u Su\u1ea5t \u0110\u01b0\u1ee3c Ghi Nh\u1eadn<\/th>\u0110\u1ed9 Ph\u1ee9c T\u1ea1p Tri\u1ec3n Khai<\/th><\/tr><\/thead>
Nh\u1eadn D\u1ea1ng M\u1eabu M\u1ea1ng N\u01a1-ron<\/td>X\u00e1c \u0111\u1ecbnh 15 h\u00ecnh th\u00e1i gi\u00e1 c\u1ee5 th\u1ec3 trong 22 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda<\/td>C\u1ea3i thi\u1ec7n t\u1ef7 l\u1ec7 th\u1eafng +16.4% (b\u00e1o c\u00e1o Citadel Securities, 2023)<\/td>Cao (y\u00eau c\u1ea7u c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI chuy\u00ean bi\u1ec7t)<\/td><\/tr>
M\u00f4 H\u00ecnh D\u1ef1 \u0110o\u00e1n M\u00e1y H\u1ecdc<\/td>D\u1ef1 b\u00e1o gi\u00e1 \u0111\u00f3ng c\u1eeda trong ph\u1ea1m vi trung b\u00ecnh $127 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u trong ng\u00e0y<\/td>T\u1ed1i \u01b0u h\u00f3a k\u00edch th\u01b0\u1edbc v\u1ecb tr\u00ed +12.7% (Jump Trading, Q3 2023)<\/td>Trung B\u00ecnh-Cao (y\u00eau c\u1ea7u chuy\u00ean m\u00f4n khoa h\u1ecdc d\u1eef li\u1ec7u)<\/td><\/tr>
Arbitrage Th\u1eddi Gian S\u00e0n Giao D\u1ecbch<\/td>Khai th\u00e1c s\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance v\u00e0 Coinbase khi \u0111\u00f3ng c\u1eeda<\/td>5.3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch (T\u1ea1p ch\u00ed T\u00e0i ch\u00ednh \u0110\u1ecbnh l\u01b0\u1ee3ng, 2023)<\/td>Trung B\u00ecnh (y\u00eau c\u1ea7u t\u00edch h\u1ee3p API \u0111a s\u00e0n giao d\u1ecbch)<\/td><\/tr>
Ph\u00e2n T\u00edch T\u00e2m L\u00fd Tin T\u1ee9c D\u1ef1a Tr\u00ean NLP<\/td>X\u1eed l\u00fd h\u01a1n 37,000 tin t\u1ee9c h\u00e0ng ng\u00e0y v\u1edbi tr\u1ecdng s\u1ed1 th\u1eddi gian cho t\u00e1c \u0111\u1ed9ng \u0111\u00f3ng c\u1eeda<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng +9.3% (nghi\u00ean c\u1ee9u Two Sigma, 2023)<\/td>Trung B\u00ecnh (y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng x\u1eed l\u00fd v\u0103n b\u1ea3n chuy\u00ean bi\u1ec7t)<\/td><\/tr>
T\u1ed1i \u01afu H\u00f3a L\u1ea5y C\u1ea3m H\u1ee9ng T\u1eeb L\u01b0\u1ee3ng T\u1eed<\/td>T\u1ed1i \u01b0u h\u00f3a 53 tham s\u1ed1 th\u1ef1c thi \u0111\u1ec3 \u0111\u1ea1t hi\u1ec7u qu\u1ea3 t\u1ed1i \u0111a khi \u0111\u00f3ng c\u1eeda<\/td>Hi\u1ec7u qu\u1ea3 th\u1ef1c thi +17.8% (nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p D-Wave, th\u00e1ng 1 n\u0103m 2024)<\/td>Trung B\u00ecnh-Cao (t\u1eadn d\u1ee5ng d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y l\u01b0\u1ee3ng t\u1eed)<\/td><\/tr><\/tbody><\/table><\/div><\/div>

S\u1ef1 ti\u1ebfn h\u00f3a c\u00f4ng ngh\u1ec7 xung quanh th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00e3 t\u1ea1o ra nh\u1eefng kho\u1ea3ng c\u00e1ch hi\u1ec7u su\u1ea5t \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c gi\u1eefa c\u00e1c ng\u01b0\u1eddi tham gia th\u1ecb tr\u01b0\u1eddng. Theo b\u00e1o c\u00e1o Th\u1ecb tr\u01b0\u1eddng Ti\u1ec1n \u0111i\u1ec7n t\u1eed n\u0103m 2023 c\u1ee7a JPMorgan, c\u00e1c c\u00f4ng ty giao d\u1ecbch ti\u00ean ti\u1ebfn v\u1ec1 c\u00f4ng ngh\u1ec7 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i nhu\u1eadn \u0111i\u1ec1u ch\u1ec9nh r\u1ee7i ro cao h\u01a1n 43% tr\u00ean c\u00e1c chi\u1ebfn l\u01b0\u1ee3c li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.<\/p><\/div>

\u0110i\u1ec1u l\u00e0m cho c\u00f4ng ngh\u1ec7 \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb l\u00e0 s\u1ef1 t\u1eadp trung v\u00e0o m\u1ed9t s\u1ef1 ki\u1ec7n th\u1ecb tr\u01b0\u1eddng c\u1ee5 th\u1ec3, c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c. Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 chung, th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST cung c\u1ea5p m\u1ed9t \u0111i\u1ec3m tham chi\u1ebfu th\u1eddi gian c\u1ed1 \u0111\u1ecbnh t\u1ea1o ra c\u00e1c c\u01a1 h\u1ed9i c\u00f3 c\u1ea5u tr\u00fac cho vi\u1ec7c khai th\u00e1c thu\u1eadt to\u00e1n. Nghi\u00ean c\u1ee9u c\u1ee7a Cornell \u0111\u00e3 ch\u1ee9ng minh r\u1eb1ng nh\u1eefng b\u1ea5t c\u1eadp li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda v\u1eabn t\u1ed3n t\u1ea1i qua c\u00e1c chu k\u1ef3 th\u1ecb tr\u01b0\u1eddng, kh\u00f4ng gi\u1ed1ng nh\u01b0 nhi\u1ec1u c\u01a1 h\u1ed9i thu\u1eadt to\u00e1n kh\u00e1c b\u1ecb suy gi\u1ea3m khi ch\u00fang tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn.<\/p><\/div>

C\u00e1ch C\u00e1c H\u1ec7 Th\u1ed1ng AI D\u1ef1 \u0110o\u00e1n Bi\u1ebfn \u0110\u1ed9ng Gi\u00e1 Bitcoin Khi \u0110\u00f3ng C\u1eeda 7 PM EST<\/h2><\/div>

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin th\u00f4ng qua c\u00e1c m\u1ea1ng n\u01a1-ron chuy\u00ean bi\u1ec7t x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1ecbch s\u1eed kh\u1ed5ng l\u1ed3 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu d\u1ef1 \u0111o\u00e1n m\u00e0 c\u00e1c nh\u00e0 giao d\u1ecbch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 th\u1ea5y. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u00e3 bi\u1ebfn vi\u1ec7c \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda t\u1eeb ph\u1ecfng \u0111o\u00e1n c\u00f3 h\u1ecdc th\u00e0nh khoa h\u1ecdc x\u00e1c su\u1ea5t.<\/p><\/div>

C\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda AI hi\u1ec7n \u0111\u1ea1i ph\u00e2n t\u00edch \u0111\u1ed3ng th\u1eddi h\u00e0ng tr\u0103m bi\u1ebfn s\u1ed1 tr\u00ean nhi\u1ec1u khung th\u1eddi gian, t\u1ea1o ra c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t \u0111\u1ecbnh l\u01b0\u1ee3ng c\u1ea3 k\u1ebft qu\u1ea3 d\u1ef1 ki\u1ebfn v\u00e0 m\u1ee9c \u0111\u1ed9 tin c\u1eady v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng kinh ng\u1ea1c.<\/p><\/div>

Th\u00e0nh Ph\u1ea7n AI<\/th>Ch\u1ee9c N\u0103ng C\u1ee5 Th\u1ec3 cho \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>C\u00e1c Bi\u1ebfn \u0110\u01b0\u1ee3c X\u1eed L\u00fd<\/th>\u0110\u1ed9 Ch\u00ednh X\u00e1c \u0110o L\u01b0\u1eddng<\/th><\/tr><\/thead>
M\u1ea1ng N\u01a1-ron T\u00edch Ch\u1eadp<\/td>X\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu h\u00ecnh \u1ea3nh trong bi\u1ec3u \u0111\u1ed3 gi\u00e1 45 ph\u00fat tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda<\/td>14,327 h\u00ecnh th\u00e1i \u0111\u00f3ng c\u1eeda l\u1ecbch s\u1eed v\u1edbi 143 ph\u00e2n lo\u1ea1i \u0111\u1eb7c \u0111i\u1ec3m<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c nh\u1eadn d\u1ea1ng m\u1eabu 67.4% (nghi\u00ean c\u1ee9u Stanford, 2023)<\/td><\/tr>
NLP D\u1ef1a Tr\u00ean Transformer<\/td>X\u1eed l\u00fd tin t\u1ee9c v\u00e0 t\u00e2m l\u00fd x\u00e3 h\u1ed9i v\u1edbi tr\u1ecdng s\u1ed1 suy gi\u1ea3m theo th\u1eddi gian<\/td>Twitter (42%), Reddit (23%), News APIs (35%) v\u1edbi l\u00e0m m\u1edbi 12 gi\u00e2y<\/td>C\u1ea3i thi\u1ec7n 9.3% trong d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111\u00f3ng c\u1eeda sau khi tri\u1ec3n khai<\/td><\/tr>
T\u00e1c Nh\u00e2n H\u1ecdc T\u0103ng C\u01b0\u1eddng<\/td>T\u1ed1i \u01b0u h\u00f3a th\u1eddi gian v\u00e0o\/ra trong c\u1eeda s\u1ed5 15 ph\u00fat xung quanh \u0111\u00f3ng c\u1eeda<\/td>\u0110\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean 3.2 tri\u1ec7u k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda m\u00f4 ph\u1ecfng v\u1edbi ph\u1ea3n h\u1ed3i th\u1ecb tr\u01b0\u1eddng<\/td>Gi\u1ea3m 23.6% tr\u01b0\u1ee3t gi\u00e1 so v\u1edbi th\u1ef1c thi d\u1ef1a tr\u00ean quy t\u1eafc<\/td><\/tr>
M\u1ea1ng X\u00e1c Su\u1ea5t Bayes<\/td>T\u1ea1o ra c\u00e1c x\u00e1c su\u1ea5t ph\u1ea1m vi gi\u00e1 c\u1ee5 th\u1ec3 cho k\u1ebft qu\u1ea3 \u0111\u00f3ng c\u1eeda<\/td>Bi\u1ebfn \u0111\u1ed9ng l\u1ecbch s\u1eed, s\u1ed1 li\u1ec7u ph\u1ea1m vi, h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng v\u1edbi 97 tham s\u1ed1<\/td>D\u1ef1 \u0111o\u00e1n ph\u1ea1m vi \u0111\u00f3ng c\u1eeda th\u1ef1c t\u1ebf v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 72.8% (\u00b1$175 d\u1ea3i)<\/td><\/tr>
H\u1ec7 Th\u1ed1ng Ph\u00e1t Hi\u1ec7n D\u1ecb Th\u01b0\u1eddng<\/td>X\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu b\u1ea5t th\u01b0\u1eddng ch\u1ec9 ra kh\u1ea3 n\u0103ng thao t\u00fang \u0111\u00f3ng c\u1eeda<\/td>D\u00f2ng l\u1ec7nh, \u0111\u1ed9t bi\u1ebfn kh\u1ed1i l\u01b0\u1ee3ng, ph\u00e2n k\u1ef3 c\u1ee5 th\u1ec3 c\u1ee7a s\u00e0n giao d\u1ecbch<\/td>Ph\u00e1t hi\u1ec7n 83% c\u00e1c d\u1ecb th\u01b0\u1eddng \u0111\u00f3ng c\u1eeda \u0111\u00e1ng k\u1ec3 trong ki\u1ec3m tra l\u1ea1i<\/td><\/tr><\/tbody><\/table><\/div><\/div>

Vi\u1ec7c tri\u1ec3n khai th\u1ef1c t\u1ebf c\u1ee7a d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda AI \u0111\u00e3 nhanh ch\u00f3ng ph\u00e1t tri\u1ec3n t\u1eeb th\u1eed nghi\u1ec7m \u0111\u1ebfn ch\u00ednh th\u1ed1ng. Theo m\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t c\u1ee7a CoinDesk n\u0103m 2023, 76% qu\u1ef9 \u0111\u1ea7u c\u01a1 t\u1eadp trung v\u00e0o ti\u1ec1n \u0111i\u1ec7n t\u1eed hi\u1ec7n tri\u1ec3n khai AI c\u1ee5 th\u1ec3 cho ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 giao d\u1ecbch c\u00e1 nh\u00e2n, c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option \u0111\u00e3 d\u00e2n ch\u1ee7 h\u00f3a c\u00f4ng ngh\u1ec7 n\u00e0y b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 d\u1ef1 \u0111o\u00e1n AI \u0111\u01a1n gi\u1ea3n h\u00f3a gi\u00fap h\u00ecnh dung c\u00e1c x\u00e1c su\u1ea5t \u0111\u00f3ng c\u1eeda m\u00e0 kh\u00f4ng c\u1ea7n chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt.<\/p><\/div>

\u0110i\u1ec1u ph\u00e2n bi\u1ec7t d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda AI hi\u1ec7n \u0111\u1ea1i v\u1edbi ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng l\u00e0 kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p, \u0111a y\u1ebfu t\u1ed1. V\u00ed d\u1ee5, nghi\u00ean c\u1ee9u c\u1ee7a JPMorgan \u0111\u00e3 ti\u1ebft l\u1ed9 r\u1eb1ng s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a kh\u1ed1i l\u01b0\u1ee3ng gi\u1ea3m trong 15 ph\u00fat, ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n t\u0103ng v\u00e0 s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng s\u1ed5 l\u1ec7nh c\u1ee5 th\u1ec3 trong 22 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda d\u1ef1 \u0111o\u00e1n m\u1ed9t s\u1ef1 \u0111\u1ea3o chi\u1ec1u h\u01b0\u1edbng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73.4%\u2014m\u1ed9t m\u1ed1i t\u01b0\u01a1ng quan kh\u00f4ng th\u1ec3 x\u00e1c \u0111\u1ecbnh th\u00f4ng qua ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng.<\/p><\/div>

Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: Thu\u1eadt To\u00e1n \u0110\u00f3ng C\u1eeda 213 Tri\u1ec7u \u0110\u00f4 La c\u1ee7a Renaissance Technologies<\/h3><\/div>

B\u1eb1ng ch\u1ee9ng thuy\u1ebft ph\u1ee5c nh\u1ea5t v\u1ec1 t\u00e1c \u0111\u1ed9ng c\u1ee7a AI \u0111\u1ed1i v\u1edbi ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda \u0111\u1ebfn t\u1eeb thu\u1eadt to\u00e1n \u0111\u00f3ng c\u1eeda Bitcoin chuy\u00ean bi\u1ec7t c\u1ee7a Renaissance Technologies, \u0111\u00e3 t\u1ea1o ra 213 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn trong n\u0103m 2023 b\u1eb1ng c\u00e1ch t\u1eadp trung \u0111\u1ed9c quy\u1ec1n v\u00e0o giao d\u1ecbch trong c\u1eeda s\u1ed5 30 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST.<\/p><\/div>

M\u1eb7c d\u00f9 chi ti\u1ebft tri\u1ec3n khai \u0111\u1ea7y \u0111\u1ee7 v\u1eabn l\u00e0 b\u00ed m\u1eadt, c\u00e1c h\u1ed3 s\u01a1 SEC v\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 c\u00f4ng b\u1ed1 ti\u1ebft l\u1ed9 n\u0103m th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a h\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd:<\/p><\/div>

  • Nh\u1eadn D\u1ea1ng M\u1eabu Th\u1eddi Gian: M\u1ed9t m\u1ea1ng n\u01a1-ron chuy\u00ean bi\u1ec7t \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean d\u1eef li\u1ec7u t\u1eebng ph\u00fat trong h\u01a1n 4 n\u0103m xung quanh c\u00e1c l\u1ea7n \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y, x\u00e1c \u0111\u1ecbnh 15 m\u1eabu h\u00ecnh \u0111\u00f3ng c\u1eeda ri\u00eang bi\u1ec7t v\u1edbi c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t c\u1ee5 th\u1ec3 cho m\u1ed7i m\u1eabu<\/li>
  • T\u1ed1i \u01afu H\u00f3a Th\u1ef1c Thi \u0110a S\u00e0n Giao D\u1ecbch: \u0110\u1ecbnh tuy\u1ebfn l\u1ec7nh tinh vi ph\u00e2n ph\u1ed1i th\u1ef1c thi tr\u00ean 7 s\u00e0n giao d\u1ecbch l\u1edbn d\u1ef1a tr\u00ean \u0111i\u1ec1u ki\u1ec7n thanh kho\u1ea3n th\u1eddi gian th\u1ef1c, gi\u1ea3m tr\u01b0\u1ee3t gi\u00e1 37% so v\u1edbi th\u1ef1c thi tr\u00ean m\u1ed9t s\u00e0n duy nh\u1ea5t<\/li>
  • X\u1eed L\u00fd Ng\u00f4n Ng\u1eef T\u1ef1 Nhi\u00ean: Ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c v\u1ec1 tin t\u1ee9c v\u00e0 t\u00e2m l\u00fd x\u00e3 h\u1ed9i v\u1edbi tr\u1ecdng s\u1ed1 th\u1eddi gian cho th\u00f4ng tin \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh trong 45 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda<\/li>
  • Ph\u00e2n T\u00edch H\u1ed3 S\u01a1 Kh\u1ed1i L\u01b0\u1ee3ng: X\u00e1c \u0111\u1ecbnh c\u00e1c nam ch\u00e2m gi\u00e1 c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1a tr\u00ean s\u1ef1 t\u1eadp trung giao d\u1ecbch l\u1ecbch s\u1eed, \u0111\u1eb7c bi\u1ec7t t\u1eadp trung v\u00e0o c\u00e1c m\u1ee9c gi\u00e1 t\u00e2m l\u00fd quan tr\u1ecdng (t\u0103ng $500)<\/li>
  • \u0110i\u1ec1u Ch\u1ec9nh K\u00edch Th\u01b0\u1edbc V\u1ecb Tr\u00ed \u0110\u1ed9ng: C\u00e1c m\u00f4 h\u00ecnh x\u00e1c su\u1ea5t Bayes \u0111i\u1ec1u ch\u1ec9nh k\u00edch th\u01b0\u1edbc v\u1ecb tr\u00ed d\u1ef1a tr\u00ean c\u00e1c ch\u1ec9 s\u1ed1 tin c\u1eady th\u1eddi gian th\u1ef1c, thay \u0111\u1ed5i m\u1ee9c \u0111\u1ed9 ti\u1ebfp x\u00fac t\u1eeb 0.3% \u0111\u1ebfn 3% v\u1ed1n c\u00f3 s\u1eb5n t\u00f9y thu\u1ed9c v\u00e0o \u0111\u1ed9 m\u1ea1nh c\u1ee7a t\u00edn hi\u1ec7u<\/li><\/ul><\/div>

    H\u1ec7 th\u1ed1ng n\u00e0y minh h\u1ecda c\u00e1ch AI tinh vi bi\u1ebfn c\u00e2u h\u1ecfi c\u01a1 b\u1ea3n v\u1ec1 th\u1eddi \u0111i\u1ec3m n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST th\u00e0nh m\u1ed9t l\u1ee3i th\u1ebf chi\u1ebfn l\u01b0\u1ee3c tr\u1ecb gi\u00e1 h\u00e0ng tr\u0103m tri\u1ec7u \u0111\u00f4 la. C\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a Renaissance kh\u00f4ng ch\u1ec9 ph\u1ea3n \u1ee9ng v\u1edbi th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda\u2014n\u00f3 khai th\u00e1c c\u00e1c h\u00e0nh vi vi m\u00f4 c\u1ee5 th\u1ec3 x\u1ea3y ra nh\u1ea5t qu\u00e1n t\u1ea1i th\u1eddi \u0111i\u1ec3m quan tr\u1ecdng n\u00e0y.<\/p><\/div>

    \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 giao d\u1ecbch c\u00e1 nh\u00e2n, Pocket Option hi\u1ec7n cung c\u1ea5p c\u00e1c phi\u00ean b\u1ea3n \u0111\u01a1n gi\u1ea3n h\u00f3a c\u1ee7a c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y th\u00f4ng qua AI Close Predictor c\u1ee7a h\u1ecd. M\u1eb7c d\u00f9 kh\u00f4ng th\u1ec3 s\u00e1nh v\u1edbi s\u1ef1 tinh vi \u0111\u1ea7y \u0111\u1ee7 c\u1ee7a Renaissance, c\u00f4ng c\u1ee5 n\u00e0y cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t v\u00e0 th\u00f4ng tin nh\u1eadn d\u1ea1ng m\u1eabu tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch c\u00f4ng ngh\u1ec7 ch\u00edn con s\u1ed1.<\/p><\/div>

    5 M\u00f4 H\u00ecnh M\u00e1y H\u1ecdc D\u1ef1 \u0110o\u00e1n Gi\u00e1 Bitcoin L\u00fac \u0110\u00f3ng C\u1eeda 7 PM EST<\/h2><\/div>

    M\u00e1y h\u1ecdc \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n xung quanh th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin. Kh\u00f4ng gi\u1ed1ng nh\u01b0 ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng d\u1ef1a tr\u00ean c\u00e1c quy t\u1eafc c\u1ed1 \u0111\u1ecbnh, c\u00e1c m\u00f4 h\u00ecnh ML li\u00ean t\u1ee5c th\u00edch \u1ee9ng v\u1edbi \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng \u0111ang thay \u0111\u1ed5i, x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu t\u01b0\u01a1ng quan ph\u1ee9c t\u1ea1p m\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u0129nh ho\u00e0n to\u00e0n b\u1ecf l\u1ee1.<\/p><\/div>

    N\u0103m lo\u1ea1i m\u00f4 h\u00ecnh ML c\u1ee5 th\u1ec3 \u0111\u00e3 ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 \u0111\u1eb7c bi\u1ec7t cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda 7:00 PM EST, m\u1ed7i lo\u1ea1i c\u00f3 \u0111i\u1ec3m m\u1ea1nh ri\u00eang cho c\u00e1c \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng kh\u00e1c nhau:<\/p><\/div>

    Lo\u1ea1i M\u00f4 H\u00ecnh ML<\/th>\u1ee8ng D\u1ee5ng D\u1ef1 \u0110o\u00e1n \u0110\u00f3ng C\u1eeda C\u1ee5 Th\u1ec3<\/th>\u0110\u1ed9 Ch\u00ednh X\u00e1c \u0110\u01b0\u1ee3c Ghi Nh\u1eadn (2023-2024)<\/th>\u0110i\u1ec1u Ki\u1ec7n Th\u1ecb Tr\u01b0\u1eddng T\u1ed1i \u01afu<\/th><\/tr><\/thead>
    XGBoost (T\u0103ng C\u01b0\u1eddng Gradient)<\/td>D\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111\u00f3ng c\u1eeda (t\u0103ng\/gi\u1ea3m so v\u1edbi ng\u00e0y tr\u01b0\u1edbc) d\u1ef1a tr\u00ean 142 \u0111\u1eb7c \u0111i\u1ec3m trong ng\u00e0y<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 65.3% (\u0111\u01b0\u1ee3c x\u00e1c minh b\u1edfi Two Sigma, th\u00e1ng 1 n\u0103m 2024)<\/td>Th\u1ecb tr\u01b0\u1eddng c\u00f3 xu h\u01b0\u1edbng v\u1edbi c\u00e1c d\u1ea5u hi\u1ec7u \u0111\u1ed9ng l\u01b0\u1ee3ng r\u00f5 r\u00e0ng<\/td><\/tr>
    M\u1ea1ng N\u01a1-ron LSTM<\/td>D\u1ef1 b\u00e1o gi\u00e1 \u0111\u00f3ng c\u1eeda ch\u00ednh x\u00e1c v\u1edbi l\u1ed7i trung b\u00ecnh $210 b\u1eb1ng ph\u00e2n t\u00edch chu\u1ed7i th\u1eddi gian<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c 61.7% d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda trong ph\u1ea1m vi \u00b10.5%<\/td>Th\u1ecb tr\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng v\u1edbi c\u00e1c t\u01b0\u01a1ng \u0111\u1ed3ng l\u1ecbch s\u1eed g\u1ea7n \u0111\u00e2y<\/td><\/tr>
    R\u1eebng Ng\u1eabu Nhi\u00ean<\/td>D\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng \u0111\u00f3ng c\u1eeda (ph\u1ea1m vi gi\u1eefa cao\/th\u1ea5p h\u00e0ng gi\u1edd xung quanh \u0111\u00f3ng c\u1eeda)<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c 74.2% cho ph\u00e2n lo\u1ea1i bi\u1ebfn \u0111\u1ed9ng (cao\/trung b\u00ecnh\/th\u1ea5p)<\/td>S\u1ef1 ki\u1ec7n tr\u01b0\u1edbc tin t\u1ee9c v\u00e0 th\u00f4ng b\u00e1o \u0111\u00e3 l\u00ean l\u1ecbch<\/td><\/tr>
    M\u00e1y Vector H\u1ed7 Tr\u1ee3<\/td>Ph\u00e2n lo\u1ea1i v\u1ecb tr\u00ed \u0111\u00f3ng c\u1eeda so v\u1edbi ph\u1ea1m vi h\u00e0ng ng\u00e0y (m\u1ed9t ph\u1ea7n ba tr\u00ean\/gi\u1eefa\/d\u01b0\u1edbi)<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c 67.8% cho d\u1ef1 \u0111o\u00e1n v\u1ecb tr\u00ed ph\u1ea1m vi<\/td>Th\u1ecb tr\u01b0\u1eddng b\u1ecb gi\u1edbi h\u1ea1n ph\u1ea1m vi v\u1edbi h\u1ed7 tr\u1ee3\/kh\u00e1ng c\u1ef1 x\u00e1c \u0111\u1ecbnh<\/td><\/tr>
    M\u00f4 H\u00ecnh Meta T\u1eadp H\u1ee3p<\/td>K\u1ebft h\u1ee3p d\u1ef1 \u0111o\u00e1n t\u1eeb nhi\u1ec1u m\u00f4 h\u00ecnh v\u1edbi tr\u1ecdng s\u1ed1 \u0111\u1ed9ng d\u1ef1a tr\u00ean \u0111\u1ed9 ch\u00ednh x\u00e1c g\u1ea7n \u0111\u00e2y<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 72.1% khi ng\u01b0\u1ee1ng tin c\u1eady v\u01b0\u1ee3t qu\u00e1 65%<\/td>T\u1ea5t c\u1ea3 \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng (tr\u1ecdng s\u1ed1 th\u00edch \u1ee9ng d\u1ef1a tr\u00ean ch\u1ebf \u0111\u1ed9)<\/td><\/tr><\/tbody><\/table><\/div><\/div>

    Vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc n\u00e0y v\u00e0o d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda bitcoin \u0111\u00e3 v\u01b0\u1ee3t ra ngo\u00e0i l\u00fd thuy\u1ebft h\u1ecdc thu\u1eadt \u0111\u1ec3 tri\u1ec3n khai th\u1ef1c t\u1ebf. Theo m\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t n\u0103m 2023 c\u1ee7a Hi\u1ec7p h\u1ed9i Giao d\u1ecbch Thu\u1eadt to\u00e1n, 83% b\u00e0n giao d\u1ecbch ti\u1ec1n \u0111i\u1ec7n t\u1eed t\u1ed5 ch\u1ee9c hi\u1ec7n tri\u1ec3n khai \u00edt nh\u1ea5t m\u1ed9t m\u00f4 h\u00ecnh ML chuy\u00ean bi\u1ec7t t\u1eadp trung v\u00e0o d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda, v\u1edbi 47% s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn t\u1eadp h\u1ee3p k\u1ebft h\u1ee3p nhi\u1ec1u m\u00f4 h\u00ecnh.<\/p><\/div>

    \u0110i\u1ec1u t\u00e1ch bi\u1ec7t c\u00e1c h\u1ec7 th\u1ed1ng ML ti\u00ean ti\u1ebfn kh\u1ecfi ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng l\u00e0 kh\u1ea3 n\u0103ng \u0111\u1ecbnh l\u01b0\u1ee3ng s\u1ef1 kh\u00f4ng ch\u1eafc ch\u1eafn. Thay v\u00ec \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n nh\u1ecb ph\u00e2n, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y t\u1ea1o ra c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t tr\u00ean c\u00e1c k\u1ebft qu\u1ea3 ti\u1ec1m n\u0103ng, cho ph\u00e9p \u0111i\u1ec1u ch\u1ec9nh k\u00edch th\u01b0\u1edbc v\u1ecb tr\u00ed tinh vi d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 tin c\u1eady. C\u00e1ch ti\u1ebfp c\u1eadn x\u00e1c su\u1ea5t n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh l\u00e0 c\u1ea3i thi\u1ec7n l\u1ee3i nhu\u1eadn \u0111i\u1ec1u ch\u1ec9nh r\u1ee7i ro l\u00ean 27% so v\u1edbi c\u00e1c chi\u1ebfn l\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh, theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean T\u1ea1p ch\u00ed Khoa h\u1ecdc D\u1eef li\u1ec7u T\u00e0i ch\u00ednh (th\u00e1ng 9 n\u0103m 2023).<\/p><\/div>

    C\u00e1c \u0110\u1eb7c \u0110i\u1ec3m D\u1ef1 \u0110o\u00e1n Nh\u1ea5t cho H\u01b0\u1edbng \u0110\u00f3ng C\u1eeda 7 PM EST<\/h3><\/div>

    M\u1ed9t trong nh\u1eefng th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb nh\u1ea5t t\u1eeb nghi\u00ean c\u1ee9u m\u00e1y h\u1ecdc l\u00e0 vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn c\u1ee5 th\u1ec3 n\u00e0o \u1ea3nh h\u01b0\u1edfng m\u1ea1nh nh\u1ea5t \u0111\u1ebfn h\u00e0nh vi \u0111\u00f3ng c\u1eeda. Ph\u00e2n t\u00edch t\u1ea7m quan tr\u1ecdng c\u1ee7a \u0111\u1eb7c \u0111i\u1ec3m tr\u00ean c\u00e1c m\u00f4 h\u00ecnh ML ch\u00ednh ti\u1ebft l\u1ed9 nh\u1eefng ph\u00e1t hi\u1ec7n b\u1ea5t ng\u1edd v\u1ec1 c\u00e1c y\u1ebfu t\u1ed1 d\u1ef1 \u0111o\u00e1n:<\/p><\/div>

    Danh M\u1ee5c \u0110\u1eb7c \u0110i\u1ec3m<\/th>C\u00e1c Bi\u1ebfn D\u1ef1 \u0110o\u00e1n H\u00e0ng \u0110\u1ea7u<\/th>T\u1ea7m Quan Tr\u1ecdng T\u01b0\u01a1ng \u0110\u1ed1i<\/th>Ph\u00e1t Hi\u1ec7n Th\u1ed1ng K\u00ea Ch\u00ednh<\/th><\/tr><\/thead>
    M\u1eabu Th\u1eddi Gian<\/td>Ng\u00e0y trong tu\u1ea7n, tu\u1ea7n trong th\u00e1ng, g\u1ea7n \u0111\u1ebfn ng\u00e0y h\u1ebft h\u1ea1n quy\u1ec1n ch\u1ecdn<\/td>17.8%<\/td>\u0110\u00f3ng c\u1eeda v\u00e0o th\u1ee9 Ba cho th\u1ea5y kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng cao h\u01a1n 26.3% (p-value 0.002)<\/td><\/tr>
    Ph\u00e2n T\u00edch Kh\u1ed1i L\u01b0\u1ee3ng<\/td>Thay \u0111\u1ed5i kh\u1ed1i l\u01b0\u1ee3ng trong 15 ph\u00fat cu\u1ed1i gi\u1edd, t\u1ef7 l\u1ec7 m\u1ea5t c\u00e2n b\u1eb1ng mua\/b\u00e1n<\/td>24.3%<\/td>Kh\u1ed1i l\u01b0\u1ee3ng gi\u1ea3m >35% trong 22 ph\u00fat cu\u1ed1i d\u1ef1 \u0111o\u00e1n \u0111\u1ea3o chi\u1ec1u v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73.4%<\/td><\/tr>
    C\u1ea5u Tr\u00fac Gi\u00e1<\/td>Kho\u1ea3ng c\u00e1ch t\u1eeb VWAP h\u00e0ng ng\u00e0y, g\u1ea7n c\u00e1c s\u1ed1 tr\u00f2n (t\u0103ng $500)<\/td>21.6%<\/td>\u0110\u00f3ng c\u1eeda trong ph\u1ea1m vi $75 c\u1ee7a c\u00e1c m\u1ee9c t\u0103ng $500 trong 67.3% phi\u00ean (so v\u1edbi d\u1ef1 ki\u1ebfn 15%)<\/td><\/tr>
    T\u00e2m L\u00fd Th\u1ecb Tr\u01b0\u1eddng<\/td>T\u1ed1c \u0111\u1ed9 t\u00e2m l\u00fd truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, h\u01b0\u1edbng t\u1ef7 l\u1ec7 t\u00e0i tr\u1ee3, m\u1ee9c thanh l\u00fd<\/td>15.9%<\/td>T\u00e2m l\u00fd Twitter trong 38 ph\u00fat cu\u1ed1i c\u00f3 t\u01b0\u01a1ng quan cao h\u01a1n 2.7 l\u1ea7n so v\u1edbi s\u1ed1 li\u1ec7u c\u1ea3 ng\u00e0y<\/td><\/tr>
    \u0110\u1ed9ng L\u1ef1c S\u00e0n Giao D\u1ecbch<\/td>D\u00f2ng ti\u1ec1n stablecoin (4 gi\u1edd), thay \u0111\u1ed5i s\u1ed1 d\u01b0 s\u00e0n giao d\u1ecbch, ho\u1ea1t \u0111\u1ed9ng v\u00ed c\u00e1 voi<\/td>20.4%<\/td>D\u00f2ng ti\u1ec1n stablecoin v\u01b0\u1ee3t qu\u00e1 $50M trong 4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda d\u1ef1 \u0111o\u00e1n ng\u00e0y ti\u1ebfp theo t\u00edch c\u1ef1c v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 76.2%<\/td><\/tr><\/tbody><\/table><\/div><\/div>

    Nh\u1eefng ph\u00e1t hi\u1ec7n n\u00e0y cho th\u1ea5y c\u00e1ch m\u00e1y h\u1ecdc \u0111\u00e3 ph\u00e1t hi\u1ec7n ra c\u00e1c m\u1ed1i quan h\u1ec7 kh\u00f4ng tr\u1ef1c quan m\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng b\u1ecf l\u1ee1. V\u00ed d\u1ee5, vi\u1ec7c ph\u00e1t hi\u1ec7n r\u1eb1ng \u0111\u00f3ng c\u1eeda v\u00e0o th\u1ee9 Ba c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng cao h\u01a1n \u0111\u00e1ng k\u1ec3 (c\u1ea3i thi\u1ec7n 26.3%) m\u00e2u thu\u1eabn v\u1edbi tr\u00ed tu\u1ec7 th\u00f4ng th\u01b0\u1eddng nh\u01b0ng cung c\u1ea5p l\u1ee3i th\u1ebf th\u1ed1ng k\u00ea khi \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng giao d\u1ecbch.<\/p><\/div>

    \u0110\u1ec3 tri\u1ec3n khai th\u1ef1c t\u1ebf, ML Close Predictor c\u1ee7a Pocket Option cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb quy\u1ec1n truy c\u1eadp \u0111\u01a1n gi\u1ea3n h\u00f3a v\u00e0o nh\u1eefng th\u00f4ng tin n\u00e0y. H\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd ph\u00e2n t\u00edch 47 bi\u1ebfn s\u1ed1 ch\u00ednh v\u00e0 t\u1ea1o ra c\u00e1c \u01b0\u1edbc t\u00ednh x\u00e1c su\u1ea5t th\u1eddi gian th\u1ef1c cho c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda kh\u00e1c nhau, hi\u1ec7u qu\u1ea3 d\u00e2n ch\u1ee7 h\u00f3a c\u00f4ng ngh\u1ec7 tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch nghi\u00ean c\u1ee9u h\u00e0ng tri\u1ec7u \u0111\u00f4 la.<\/p><\/div>

    Ph\u00e2n T\u00edch Blockchain: D\u1ef1 \u0110o\u00e1n \u0110\u00f3ng C\u1eeda 7 PM EST Qua D\u1eef Li\u1ec7u Tr\u00ean Chu\u1ed7i<\/h2><\/div>

    Ph\u00e2n t\u00edch blockchain \u0111\u1ea1i di\u1ec7n cho m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn m\u1edbi m\u1ea1nh m\u1ebd \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n h\u00e0nh vi \u0111\u00f3ng c\u1eeda b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch c\u00e1c d\u00f2ng v\u1ed1n th\u1ef1c t\u1ebf thay v\u00ec ch\u1ec9 c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1. Kh\u00f4ng gi\u1ed1ng nh\u01b0 d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng truy\u1ec1n th\u1ed1ng, c\u00e1c ch\u1ec9 s\u1ed1 tr\u00ean chu\u1ed7i ti\u1ebft l\u1ed9 v\u1ecb tr\u00ed t\u1ed5 ch\u1ee9c v\u00e0 \u00fd \u0111\u1ecbnh di chuy\u1ec3n v\u1ed1n tr\u01b0\u1edbc khi ch\u00fang \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn gi\u00e1 t\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST.<\/p><\/div>

    C\u00e1c n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn hi\u1ec7n theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 tr\u00ean chu\u1ed7i c\u1ee5 th\u1ec3 v\u1edbi s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh cho h\u00e0nh vi \u0111\u00f3ng c\u1eeda, t\u1ea1o ra l\u1ee3i th\u1ebf th\u00f4ng tin cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u00edch h\u1ee3p d\u1eef li\u1ec7u n\u00e0y v\u00e0o khung quy\u1ebft \u0111\u1ecbnh c\u1ee7a h\u1ecd.<\/p><\/div>

    Ch\u1ec9 S\u1ed1 Tr\u00ean Chu\u1ed7i<\/th>M\u1ed1i Quan H\u1ec7 C\u1ee5 Th\u1ec3 v\u1edbi \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>Ph\u01b0\u01a1ng Ph\u00e1p Tri\u1ec3n Khai<\/th>S\u1ee9c M\u1ea1nh D\u1ef1 \u0110o\u00e1n \u0110\u01b0\u1ee3c Ghi Nh\u1eadn<\/th><\/tr><\/thead>
    T\u0103ng T\u1ed1c D\u00f2ng Ti\u1ec1n V\u00e0o S\u00e0n Giao D\u1ecbch<\/td>S\u1ef1 gia t\u0103ng ti\u1ec1n g\u1eedi v\u00e0o s\u00e0n giao d\u1ecbch 2-4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda d\u1ef1 \u0111o\u00e1n \u00e1p l\u1ef1c b\u00e1n<\/td>API Glassnode v\u1edbi t\u1ed5ng h\u1ee3p 15 ph\u00fat v\u00e0 t\u00ednh to\u00e1n t\u1ed1c \u0111\u1ed9<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c 68.7% d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda ti\u00eau c\u1ef1c khi d\u00f2ng ti\u1ec1n v\u00e0o v\u01b0\u1ee3t qu\u00e1 2\u03c3 (Chainalysis, 2023)<\/td><\/tr>
    Giao D\u1ecbch V\u00ed C\u00e1 Voi<\/td>Chuy\u1ec3n kho\u1ea3n >$1M trong c\u1eeda s\u1ed5 90 ph\u00fat tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda b\u00e1o hi\u1ec7u v\u1ecb tr\u00ed t\u1ed5 ch\u1ee9c<\/td>API Whale Alert v\u1edbi l\u1ecdc t\u00f9y ch\u1ec9nh cho k\u00edch th\u01b0\u1edbc v\u00e0 th\u1eddi gian giao d\u1ecbch<\/td>T\u01b0\u01a1ng quan t\u00e1c \u0111\u1ed9ng gi\u00e1 27.4% v\u1edbi s\u1ef1 ph\u00f9 h\u1ee3p h\u01b0\u1edbng 82.3%<\/td><\/tr>
    D\u00f2ng Ch\u1ea3y T\u1eeb Th\u1ee3 M\u1ecf \u0110\u1ebfn S\u00e0n Giao D\u1ecbch<\/td>Chuy\u1ec3n kho\u1ea3n t\u1eeb th\u1ee3 m\u1ecf \u0111\u1ebfn s\u00e0n giao d\u1ecbch t\u0103ng 3-6 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda b\u00e1o tr\u01b0\u1edbc b\u00e1n ra<\/td>API CryptoQuant theo d\u00f5i c\u00e1c v\u00ed th\u1ee3 m\u1ecf \u0111\u00e3 bi\u1ebft v\u1edbi g\u1eafn th\u1ebb \u0111i\u1ec3m \u0111\u1ebfn s\u00e0n giao d\u1ecbch<\/td>D\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda ti\u00eau c\u1ef1c v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73.1% khi d\u00f2ng ch\u1ea3y v\u01b0\u1ee3t qu\u00e1 trung b\u00ecnh 30 ng\u00e0y 40%+<\/td><\/tr>
    Ti\u1ec1n G\u1eedi Stablecoin V\u00e0o S\u00e0n Giao D\u1ecbch<\/td>Chuy\u1ec3n kho\u1ea3n USDT\/USDC v\u00e0o s\u00e0n giao d\u1ecbch 1-4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda ch\u1ec9 ra s\u1ef1 quan t\u00e2m mua<\/td>Gi\u00e1m s\u00e1t d\u00f2ng ch\u1ea3y stablecoin chuy\u00ean d\u1ee5ng tr\u00ean c\u00e1c m\u1ea1ng Ethereum, Tron v\u00e0 Solana<\/td>\u0110\u1ed9 ch\u00ednh x\u00e1c 76.2% d\u1ef1 \u0111o\u00e1n ng\u00e0y ti\u1ebfp theo t\u00edch c\u1ef1c khi d\u00f2ng ti\u1ec1n v\u00e0o v\u01b0\u1ee3t qu\u00e1 $50M<\/td><\/tr>
    Thanh Kho\u1ea3n S\u00e0n Giao D\u1ecbch Ph\u00e1i Sinh<\/td>Di chuy\u1ec3n v\u1ed1n gi\u1eefa c\u00e1c n\u1ec1n t\u1ea3ng giao ngay v\u00e0 t\u01b0\u01a1ng lai b\u00e1o hi\u1ec7u t\u00e2m l\u00fd \u0111\u00f2n b\u1ea9y<\/td>Ph\u00e2n t\u00edch d\u00f2ng ch\u1ea3y ch\u00e9o s\u00e0n giao d\u1ecbch v\u1edbi t\u01b0\u01a1ng quan th\u1eddi gian v\u1edbi l\u00e3i su\u1ea5t m\u1edf ph\u00e1i sinh<\/td>D\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng khi \u0111\u00f3ng c\u1eeda v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 79.4% (\u0111o l\u01b0\u1eddng so v\u1edbi trung b\u00ecnh 30 ng\u00e0y)<\/td><\/tr><\/tbody><\/table><\/div><\/div>

    Vi\u1ec7c t\u00edch h\u1ee3p ph\u00e2n t\u00edch blockchain v\u00e0o d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda t\u1ea1o ra l\u1ee3i th\u1ebf th\u00f4ng tin b\u1eb1ng c\u00e1ch ti\u1ebft l\u1ed9 c\u00e1c chuy\u1ec3n \u0111\u1ed9ng v\u1ed1n th\u1ef1c t\u1ebf thay v\u00ec ch\u1ec9 c\u00e1c ch\u1ec9 s\u1ed1 k\u1ef9 thu\u1eadt. Theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 b\u1edfi Chainalysis v\u00e0o th\u00e1ng 12 n\u0103m 2023, c\u00e1c nh\u00e0 giao d\u1ecbch t\u00edch h\u1ee3p c\u00e1c ch\u1ec9 s\u1ed1 tr\u00ean chu\u1ed7i v\u00e0o ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda c\u1ee7a h\u1ecd \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n 31.7% trong \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng so v\u1edbi nh\u1eefng ng\u01b0\u1eddi ch\u1ec9 s\u1eed d\u1ee5ng ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt d\u1ef1a tr\u00ean gi\u00e1.<\/p><\/div>

    \u0110i\u1ec1u l\u00e0m cho ph\u00e2n t\u00edch tr\u00ean chu\u1ed7i \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda l\u00e0 c\u00e1c thu\u1ed9c t\u00ednh ch\u1ec9 b\u00e1o d\u1eabn \u0111\u1ea7u c\u1ee7a n\u00f3. C\u00e1c chuy\u1ec3n kho\u1ea3n l\u1edbn v\u00e0o s\u00e0n giao d\u1ecbch th\u01b0\u1eddng \u0111i tr\u01b0\u1edbc c\u00e1c l\u1ec7nh th\u1ecb tr\u01b0\u1eddng th\u1ef1c t\u1ebf t\u1eeb 47-83 ph\u00fat (trung v\u1ecb: 62 ph\u00fat), t\u1ea1o ra m\u1ed9t c\u1eeda s\u1ed5 d\u1ef1 \u0111o\u00e1n cho ph\u00e9p \u0111\u1ecbnh v\u1ecb tr\u01b0\u1edbc khi t\u00e1c \u0111\u1ed9ng gi\u00e1 x\u1ea3y ra. L\u1ee3i th\u1ebf th\u1eddi gian n\u00e0y \u0111\u00e3 ch\u1ee9ng minh \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb trong c\u00e1c giai \u0111o\u1ea1n th\u1ecb tr\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng cao khi c\u00e1c ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng th\u1ea5t b\u1ea1i.<\/p><\/div>

    Thu\u1eadt To\u00e1n T\u0103ng C\u01b0\u1eddng L\u01b0\u1ee3ng T\u1eed: D\u1ef1 \u0110o\u00e1n \u0110\u00f3ng C\u1eeda Th\u1ebf H\u1ec7 Ti\u1ebfp Theo<\/h2><\/div>

    T\u1ea1i r\u00eca c\u1eaft c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 cho th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin l\u00e0 t\u00ednh to\u00e1n t\u0103ng c\u01b0\u1eddng l\u01b0\u1ee3ng t\u1eed\u2014c\u00e1c thu\u1eadt to\u00e1n t\u1eadn d\u1ee5ng c\u00e1c nguy\u00ean t\u1eafc l\u01b0\u1ee3ng t\u1eed \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 t\u1ed1i \u01b0u h\u00f3a ph\u1ee9c t\u1ea1p v\u01b0\u1ee3t qu\u00e1 kh\u1ea3 n\u0103ng c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng c\u1ed5 \u0111i\u1ec3n. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn n\u00e0y mang l\u1ea1i l\u1ee3i th\u1ebf \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda v\u00e0 t\u1ed1i \u01b0u h\u00f3a th\u1ef1c thi.<\/p><\/div>

    M\u1eb7c d\u00f9 t\u00ednh to\u00e1n l\u01b0\u1ee3ng t\u1eed to\u00e0n di\u1ec7n v\u1eabn \u0111ang ph\u00e1t tri\u1ec3n, c\u00e1c thu\u1eadt to\u00e1n l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb l\u01b0\u1ee3ng t\u1eed c\u00f3 s\u1eb5n th\u00f4ng qua c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y \u0111\u00e3 mang l\u1ea1i nh\u1eefng c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t \u0111\u00e1ng k\u1ec3 cho c\u00e1c chi\u1ebfn l\u01b0\u1ee3c li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda:<\/p><\/div>

    K\u1ef9 Thu\u1eadt L\u01b0\u1ee3ng T\u1eed<\/th>\u1ee8ng D\u1ee5ng C\u1ee5 Th\u1ec3 cho \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>L\u1ee3i Th\u1ebf Hi\u1ec7u Su\u1ea5t \u0110o L\u01b0\u1eddng<\/th>Tr\u1ea1ng Th\u00e1i Tri\u1ec3n Khai Hi\u1ec7n T\u1ea1i<\/th><\/tr><\/thead>
    Annealing L\u01b0\u1ee3ng T\u1eed cho Th\u1ef1c Thi<\/td>T\u1ed1i \u01b0u h\u00f3a \u0111a tham s\u1ed1 c\u1ee7a th\u1ef1c thi l\u1ec7nh tr\u00ean 7 s\u00e0n giao d\u1ecbch khi \u0111\u00f3ng c\u1eeda<\/td>C\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 17.8% so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p c\u1ed5 \u0111i\u1ec3n (nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p D-Wave, 2024)<\/td>Tri\u1ec3n khai s\u1ea3n xu\u1ea5t t\u1ea1i 3 qu\u1ef9 \u0111\u1ecbnh l\u01b0\u1ee3ng l\u1edbn<\/td><\/tr>
    M\u00f4 H\u00ecnh M\u1ea1ng Tensor<\/td>Nh\u1eadn d\u1ea1ng m\u1eabu trong d\u1eef li\u1ec7u h\u00e0nh vi \u0111\u00f3ng c\u1eeda 53 chi\u1ec1u<\/td>C\u1ea3i thi\u1ec7n 12.3% nh\u1eadn d\u1ea1ng t\u00edn hi\u1ec7u trong \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng nhi\u1ec5u<\/td>S\u1ea3n xu\u1ea5t h\u1ea1n ch\u1ebf v\u1edbi tri\u1ec3n khai chuy\u00ean bi\u1ec7t<\/td><\/tr>
    M\u1ea1ng N\u01a1-ron L\u1ea5y C\u1ea3m H\u1ee9ng T\u1eeb L\u01b0\u1ee3ng T\u1eed<\/td>D\u1ef1 \u0111o\u00e1n n\u00e2ng cao c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda c\u00f3 th\u1ec3 x\u1ea3y ra v\u1edbi \u0111\u1ecbnh l\u01b0\u1ee3ng kh\u00f4ng ch\u1eafc ch\u1eafn<\/td>C\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c 21.7% cho nh\u1eadn d\u1ea1ng m\u1eabu ph\u1ee9c t\u1ea1p<\/td>Tri\u1ec3n khai th\u01b0\u01a1ng m\u1ea1i th\u00f4ng qua c\u00e1c nh\u00e0 cung c\u1ea5p chuy\u00ean bi\u1ec7t<\/td><\/tr>
    M\u00f4 Ph\u1ecfng Monte Carlo L\u01b0\u1ee3ng T\u1eed<\/td>M\u00f4 ph\u1ecfng x\u00e1c su\u1ea5t \u0111\u00f3ng c\u1eeda hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi c\u00e1c bi\u1ebfn ph\u1ee5 thu\u1ed9c \u0111\u01b0\u1eddng d\u1eabn<\/td>Hi\u1ec7u qu\u1ea3 t\u00ednh to\u00e1n t\u0103ng 83% cho ph\u00e9p ph\u00e2n t\u00edch k\u1ecbch b\u1ea3n th\u1eddi gian th\u1ef1c<\/td>C\u00f3 s\u1eb5n th\u00f4ng qua d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y l\u01b0\u1ee3ng t\u1eed (AWS, Azure Quantum)<\/td><\/tr>
    L\u1ef1a Ch\u1ecdn \u0110\u1eb7c \u0110i\u1ec3m T\u0103ng C\u01b0\u1eddng L\u01b0\u1ee3ng T\u1eed<\/td>X\u00e1c \u0111\u1ecbnh c\u00e1c k\u1ebft h\u1ee3p bi\u1ebfn t\u1ed1i \u01b0u cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda t\u1eeb 2,584 \u0111\u1eb7c \u0111i\u1ec3m ti\u1ec1m n\u0103ng<\/td>C\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh 31.4% v\u1edbi 73% \u00edt bi\u1ebfn h\u01a1n<\/td>Tri\u1ec3n khai s\u1ea3n xu\u1ea5t t\u1ea1i c\u00e1c qu\u1ef9 \u0111\u1ea7u c\u01a1 ch\u1ecdn l\u1ecdc<\/td><\/tr><\/tbody><\/table><\/div><\/div>

    \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf nh\u1ea5t hi\u1ec7n nay c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u0103ng c\u01b0\u1eddng l\u01b0\u1ee3ng t\u1eed cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda li\u00ean quan \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a th\u1ef1c thi. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u1ed3ng th\u1eddi t\u1ed1i \u01b0u h\u00f3a h\u00e0ng ch\u1ee5c tham s\u1ed1 th\u1ef1c thi\u2014l\u1ef1a ch\u1ecdn s\u00e0n giao d\u1ecbch, k\u00edch th\u01b0\u1edbc l\u1ec7nh, th\u1eddi gian v\u00e0 c\u1ea5u tr\u00fac ph\u00ed\u2014\u0111\u1ec3 gi\u1ea3m thi\u1ec3u chi ph\u00ed th\u1ef1c hi\u1ec7n trong khi t\u1ed1i \u0111a h\u00f3a ch\u1ea5t l\u01b0\u1ee3ng l\u1ea5p \u0111\u1ea7y trong giai \u0111o\u1ea1n \u0111\u00f3ng c\u1eeda th\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng.<\/p><\/div>

    M\u1ed9t nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p n\u0103m 2023 c\u1ee7a D-Wave Systems \u0111\u00e3 ghi nh\u1eadn c\u00e1ch m\u1ed9t c\u00f4ng ty giao d\u1ecbch n\u1ed5i b\u1eadt s\u1eed d\u1ee5ng annealing l\u01b0\u1ee3ng t\u1eed \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c th\u1ef1c thi \u0111\u00f3ng c\u1eeda c\u1ee7a h\u1ecd tr\u00ean 53 tham s\u1ed1, t\u1ea1o ra c\u1ea3i thi\u1ec7n 17.8% trong hi\u1ec7u qu\u1ea3 th\u1ef1c thi so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed1i \u01b0u h\u00f3a c\u1ed5 \u0111i\u1ec3n. \u0110i\u1ec1u n\u00e0y chuy\u1ec3n tr\u1ef1c ti\u1ebfp th\u00e0nh hi\u1ec7u su\u1ea5t cu\u1ed1i c\u00f9ng, v\u00ec t\u1ed1i \u01b0u h\u00f3a th\u1ef1c thi gi\u1ea3m chi ph\u00ed ma s\u00e1t t\u0103ng l\u00ean \u0111\u00e1ng k\u1ec3 theo th\u1eddi gian.<\/p><\/div>

    M\u1eb7c d\u00f9 l\u1ee3i th\u1ebf l\u01b0\u1ee3ng t\u1eed \u0111\u1ea7y \u0111\u1ee7 v\u1eabn c\u00f2n \u1edf ph\u00eda tr\u01b0\u1edbc, c\u00e1c thu\u1eadt to\u00e1n l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb l\u01b0\u1ee3ng t\u1eed c\u00f3 s\u1eb5n ng\u00e0y nay cung c\u1ea5p l\u1ee3i \u00edch ngay l\u1eadp t\u1ee9c cho c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda tinh vi. C\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option \u0111\u00e3 b\u1eaft \u0111\u1ea7u tri\u1ec3n khai c\u00e1c phi\u00ean b\u1ea3n \u0111\u01a1n gi\u1ea3n h\u00f3a c\u1ee7a c\u00e1c k\u1ef9 thu\u1eadt t\u1ed1i \u01b0u h\u00f3a n\u00e0y trong m\u00f4-\u0111un Th\u1ef1c Thi Th\u00f4ng Minh c\u1ee7a h\u1ecd, l\u00e0m cho ch\u00fang c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c v\u1edbi c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n v\u1ec1 t\u00ednh to\u00e1n l\u01b0\u1ee3ng t\u1eed.<\/p><\/div>

    3 Chi\u1ebfn L\u01b0\u1ee3c Arbitrage Th\u1eddi Gian Khai Th\u00e1c \u0110\u00f3ng C\u1eeda 7 PM EST<\/h2><\/div>

    Vi\u1ec7c ti\u00eau chu\u1ea9n h\u00f3a 7:00 PM EST (n\u1eeda \u0111\u00eam UTC) l\u00e0 th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin t\u1ea1o ra c\u00e1c c\u01a1 h\u1ed9i arbitrage c\u1ee5 th\u1ec3 ph\u00e1t sinh t\u1eeb c\u00e1ch c\u00e1c s\u00e0n giao d\u1ecbch v\u00e0 n\u1ec1n t\u1ea3ng kh\u00e1c nhau th\u1ef1c hi\u1ec7n chuy\u1ec3n \u0111\u1ed5i n\u00e0y. C\u00e1c nh\u00e0 giao d\u1ecbch ti\u00ean ti\u1ebfn \u0111\u1eb7c bi\u1ec7t nh\u1eafm m\u1ee5c ti\u00eau v\u00e0o nh\u1eefng b\u1ea5t c\u1eadp th\u1eddi gian n\u00e0y th\u00f4ng qua c\u00e1c chi\u1ebfn l\u01b0\u1ee3c thu\u1eadt to\u00e1n t\u1eadn d\u1ee5ng s\u1ef1 kh\u00e1c bi\u1ec7t \u1edf m\u1ee9c microsecond.<\/p><\/div>

    Ba chi\u1ebfn l\u01b0\u1ee3c arbitrage th\u1eddi gian ch\u00ednh \u0111\u00e3 ch\u1ee9ng minh kh\u1ea3 n\u0103ng sinh l\u1eddi nh\u1ea5t qu\u00e1n b\u1eb1ng c\u00e1ch khai th\u00e1c c\u1ea5u tr\u00fac vi m\u00f4 th\u1ecb tr\u01b0\u1eddng c\u1ee5 th\u1ec3 khi \u0111\u00f3ng c\u1eeda:<\/p><\/div>

    Chi\u1ebfn L\u01b0\u1ee3c Arbitrage<\/th>C\u01a1 Ch\u1ebf v\u00e0 Tri\u1ec3n Khai C\u1ee5 Th\u1ec3<\/th>Ti\u1ec1m N\u0103ng L\u1ee3i Nhu\u1eadn \u0110\u00e3 Ch\u1ee9ng Minh<\/th>C\u00f4ng Ngh\u1ec7 Y\u00eau C\u1ea7u<\/th><\/tr><\/thead>
    Khai Th\u00e1c \u0110\u1ed9 Tr\u1ec5 Chuy\u1ec3n \u0110\u1ed5i S\u00e0n Giao D\u1ecbch<\/td>Khai th\u00e1c s\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance v\u00e0 Coinbase khi chuy\u1ec3n \u0111\u1ed5i 7:00:00 PM EST<\/td>5.3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch, $3,200-$7,400 h\u00e0ng ng\u00e0y v\u1edbi v\u1ed1n $5M (T\u1ea1p ch\u00ed T\u00e0i ch\u00ednh \u0110\u1ecbnh l\u01b0\u1ee3ng, 2023)<\/td>C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng giao d\u1ecbch t\u1ea7n su\u1ea5t cao, t\u00edch h\u1ee3p API \u0111a s\u00e0n giao d\u1ecbch, \u0111\u1ed3ng b\u1ed9 h\u00f3a th\u1eddi gian ch\u00ednh x\u00e1c<\/td><\/tr>
    Arbitrage T\u00ednh To\u00e1n Ch\u1ec9 S\u1ed1<\/td>Khai th\u00e1c \u0111\u1ed9 tr\u1ec5 180-340ms gi\u1eefa bi\u1ebfn \u0111\u1ed9ng gi\u00e1 v\u00e0 t\u00ednh to\u00e1n ch\u1ec9 s\u1ed1 ph\u00e1i sinh khi \u0111\u00f3ng c\u1eeda<\/td>7.8 \u0111i\u1ec3m c\u01a1 b\u1ea3n tr\u00ean v\u1ecb tr\u00ed t\u01b0\u01a1ng lai\/quy\u1ec1n ch\u1ecdn, $4,700-$9,200 h\u00e0ng ng\u00e0y v\u1edbi tri\u1ec3n khai $5M<\/td>Ngu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng tr\u1ef1c ti\u1ebfp, kh\u1ea3 n\u0103ng th\u1ef1c thi nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m, c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng t\u1ed1i \u01b0u h\u00f3a \u0111\u1ed9 tr\u1ec5<\/td><\/tr>
    Ch\u1ee5p Di Chuy\u1ec3n Thanh Kho\u1ea3n Khi \u0110\u00f3ng C\u1eeda<\/td>\u0110\u1ecbnh v\u1ecb cho c\u00e1c chuy\u1ec3n \u0111\u1ed5i thanh kho\u1ea3n c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n x\u1ea3y ra trong 12-18 gi\u00e2y xung quanh \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y<\/td>C\u1ea3i thi\u1ec7n gi\u00e1 th\u1ef1c thi 8.3% tr\u00ean c\u00e1c l\u1ec7nh $1M+, chuy\u1ec3n th\u00e0nh l\u1ee3i th\u1ebf h\u00e0ng ng\u00e0y $2,100-$4,700<\/td>Ph\u00e2n t\u00edch \u0111\u1ed9 s\u00e2u s\u1ed5 l\u1ec7nh, m\u00f4 h\u00ecnh h\u00f3a thanh kho\u1ea3n d\u1ef1 \u0111o\u00e1n, h\u1ec7 th\u1ed1ng \u0111\u1ecbnh tuy\u1ebfn l\u1ec7nh th\u00f4ng minh<\/td><\/tr><\/tbody><\/table><\/div><\/div>

    \u0110i\u1ec1u l\u00e0m cho arbitrage th\u1eddi gian \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb l\u00e0 s\u1ef1 ki\u00ean tr\u00ec c\u1ee7a n\u00f3 m\u1eb7c d\u00f9 hi\u1ec7u qu\u1ea3 th\u1ecb tr\u01b0\u1eddng ng\u00e0y c\u00e0ng t\u0103ng. Theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean T\u1ea1p ch\u00ed Th\u1ecb tr\u01b0\u1eddng T\u00e0i ch\u00ednh (th\u00e1ng 10 n\u0103m 2023), c\u00e1c b\u1ea5t c\u1eadp c\u1ea5u tr\u00fac vi m\u00f4 li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda \u0111\u00e3 duy tr\u00ec t\u01b0\u01a1ng \u0111\u1ed1i \u1ed5n \u0111\u1ecbnh trong 24 th\u00e1ng qua, kh\u00f4ng gi\u1ed1ng nh\u01b0 nhi\u1ec1u c\u01a1 h\u1ed9i arbitrage kh\u00e1c nhanh ch\u00f3ng gi\u1ea3m khi \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh.<\/p><\/div>

    C\u00e1c y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt \u0111\u1ec3 tri\u1ec3n khai c\u00e1c chi\u1ebfn l\u01b0\u1ee3c n\u00e0y \u0111\u00e3 truy\u1ec1n th\u1ed1ng gi\u1edbi h\u1ea1n s\u1ef1 tham gia cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c tinh vi v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng chuy\u00ean bi\u1ec7t. Tuy nhi\u00ean, c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng Th\u1ef1c Thi Th\u00f4ng Minh cho ph\u00e9p c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb n\u1eafm b\u1eaft m\u1ed9t ph\u1ea7n nh\u1eefng b\u1ea5t c\u1eadp n\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n h\u1ec7 th\u1ed1ng giao d\u1ecbch \u0111\u1ed9c quy\u1ec1n ho\u1eb7c c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u1ee9c t\u1ea1p.<\/p><\/div>

    Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: Chi\u1ebfn L\u01b0\u1ee3c Arbitrage \u0110\u00f3ng C\u1eeda Binance-Coinbase<\/h3><\/div>

    M\u1ed9t v\u00ed d\u1ee5 \u0111\u1eb7c bi\u1ec7t h\u01b0\u1edbng d\u1eabn v\u1ec1 arbitrage th\u1eddi gian li\u00ean quan \u0111\u1ebfn vi\u1ec7c khai th\u00e1c c\u00f3 h\u1ec7 th\u1ed1ng s\u1ef1 kh\u00e1c bi\u1ec7t th\u1eddi gian gi\u1eefa Binance v\u00e0 Coinbase khi \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST. Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y \u0111\u00e3 t\u1ea1o ra kho\u1ea3ng 1.3 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn trong n\u0103m 2023 cho m\u1ed9t c\u00f4ng ty giao d\u1ecbch \u0111\u1ecbnh l\u01b0\u1ee3ng c\u1ee1 trung b\u00ecnh \u0111\u00e3 chia s\u1ebb m\u1ed9t ph\u1ea7n chi ti\u1ebft v\u1ec1 tri\u1ec3n khai c\u1ee7a h\u1ecd.<\/p><\/div>

    C\u01a1 ch\u1ebf c\u1ee5 th\u1ec3 c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c n\u00e0y bao g\u1ed3m:<\/p><\/div>

    • \u0110\u1ed9 Ch\u00ednh X\u00e1c Th\u1eddi Gian: S\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance (th\u01b0\u1eddng x\u1eed l\u00fd \u0111\u00f3ng c\u1eeda l\u00fac 6:59:59.915 PM EST) v\u00e0 Coinbase (th\u01b0\u1eddng th\u1ef1c thi l\u00fac 7:00:00.000 PM EST)<\/li>
    • M\u1eabu Thanh Kho\u1ea3n: Gi\u1ea3m thanh kho\u1ea3n c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n tr\u00ean Coinbase b\u1eaft \u0111\u1ea7u 427ms tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda ch\u00ednh th\u1ee9c, v\u1edbi ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n m\u1edf r\u1ed9ng trung b\u00ecnh 3.2 \u0111i\u1ec3m c\u01a1 b\u1ea3n<\/li>
    • D\u00f2ng Ch\u1ea3y Ch\u00e9o S\u00e0n Giao D\u1ecbch: M\u1edf r\u1ed9ng ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n c\u00f3 h\u1ec7 th\u1ed1ng tr\u00ean Binance x\u1ea3y ra 317ms sau khi thay \u0111\u1ed5i ch\u00eanh l\u1ec7ch Coinbase, t\u1ea1o ra m\u1ed9t chu\u1ed7i c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c khai th\u00e1c v\u1edbi th\u1eddi gian th\u00edch h\u1ee3p<\/li>
    • \u0110\u1ed9 Tr\u1ec5 Kh\u00e1m Ph\u00e1 Gi\u00e1: \u0110\u1ed9 tr\u1ec5 \u0111i\u1ec1u ch\u1ec9nh gi\u00e1 nh\u1ea5t qu\u00e1n 78-142ms gi\u1eefa c\u00e1c \u0111\u1ecba \u0111i\u1ec3m, t\u1ea1o ra m\u1ed9t c\u1eeda s\u1ed5 th\u1ef1c thi cho c\u00e1c giao d\u1ecbch \u0111\u1ed3ng b\u1ed9<\/li>
    • D\u00f2ng Th\u1eddi Gian H\u1ed9i T\u1ee5: B\u00ecnh th\u01b0\u1eddng h\u00f3a gi\u00e1 ho\u00e0n to\u00e0n x\u1ea3y ra trong v\u00f2ng 1.4 gi\u00e2y sau d\u1ea5u th\u1eddi gian \u0111\u00f3ng c\u1eeda ch\u00ednh th\u1ee9c, y\u00eau c\u1ea7u th\u1eddi gian v\u00e0o v\u00e0 ra ch\u00ednh x\u00e1c<\/li><\/ul><\/div>

      Chi\u1ebfn l\u01b0\u1ee3c th\u1ef1c hi\u1ec7n c\u00e1c giao d\u1ecbch \u0111\u1ed3ng b\u1ed9 tr\u00ean c\u1ea3 hai n\u1ec1n t\u1ea3ng trong c\u1eeda s\u1ed5 h\u1eb9p n\u00e0y, n\u1eafm b\u1eaft s\u1ef1 ph\u00e2n k\u1ef3 gi\u00e1 c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n v\u00e0 h\u1ed9i t\u1ee5 sau \u0111\u00f3. M\u1eb7c d\u00f9 l\u1ee3i nhu\u1eadn trung b\u00ecnh 5.3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch c\u00f3 v\u1ebb nh\u1ecf, c\u01a1 h\u1ed9i n\u00e0y t\u00e1i di\u1ec5n h\u00e0ng ng\u00e0y t\u1ea1o ra l\u1ee3i nhu\u1eadn t\u00edch l\u0169y \u0111\u00e1ng k\u1ec3 khi \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n c\u00f3 h\u1ec7 th\u1ed1ng v\u1edbi quy m\u00f4 \u0111\u1ee7 l\u1edbn.<\/p><\/div>

      Nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p n\u00e0y cho th\u1ea5y c\u00e1ch tri\u1ec3n khai c\u00f4ng ngh\u1ec7 tinh vi bi\u1ebfn c\u00e2u h\u1ecfi \u0111\u01a1n gi\u1ea3n v\u1ec1 th\u1eddi \u0111i\u1ec3m n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST th\u00e0nh m\u1ed9t c\u01a1 h\u1ed9i l\u1ee3i nhu\u1eadn ch\u00ednh x\u00e1c tr\u1ecb gi\u00e1 h\u00e0ng tri\u1ec7u \u0111\u00f4 la h\u00e0ng n\u0103m. M\u00f4-\u0111un Close Arbitrage c\u1ee7a Pocket Option hi\u1ec7n cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb quy\u1ec1n truy c\u1eadp v\u00e0o m\u1ed9t phi\u00ean b\u1ea3n \u0111\u01a1n gi\u1ea3n h\u00f3a c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c n\u00e0y th\u00f4ng qua h\u1ec7 th\u1ed1ng th\u1ef1c thi th\u00f4ng minh c\u1ee7a h\u1ecd, d\u00e2n ch\u1ee7 h\u00f3a nh\u1eefng g\u00ec tr\u01b0\u1edbc \u0111\u00e2y l\u00e0 l\u1ee3i th\u1ebf ch\u1ec9 d\u00e0nh cho t\u1ed5 ch\u1ee9c.<\/p><\/div>

      5 Chi\u1ebfn L\u01b0\u1ee3c Th\u1ef1c Ti\u1ec5n \u0110\u1ec3 T\u1eadn D\u1ee5ng \u0110\u00f3ng C\u1eeda Bitcoin 7 PM EST<\/h2><\/div>

      Chuy\u1ec3n t\u1eeb hi\u1ec3u bi\u1ebft l\u00fd thuy\u1ebft sang tri\u1ec3n khai th\u1ef1c t\u1ebf, n\u0103m chi\u1ebfn l\u01b0\u1ee3c c\u1ee5 th\u1ec3 cho ph\u00e9p c\u00e1c nh\u00e0 giao d\u1ecbch t\u1eadn d\u1ee5ng c\u00e1c m\u1eabu t\u00e1i di\u1ec5n xung quanh th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn n\u00e0y \u0111\u00e3 ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 nh\u1ea5t qu\u00e1n trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng kh\u00e1c nhau, v\u1edbi c\u00e1c t\u00f9y ch\u1ecdn tri\u1ec3n khai cho c\u00e1c m\u1ee9c \u0111\u1ed9 tinh vi c\u00f4ng ngh\u1ec7 kh\u00e1c nhau.<\/p><\/div>

      M\u1ed7i chi\u1ebfn l\u01b0\u1ee3c nh\u1eafm m\u1ee5c ti\u00eau m\u1ed9t h\u00e0nh vi th\u1ecb tr\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda c\u1ee5 th\u1ec3 v\u1edbi l\u1ee3i th\u1ebf t","body_html_source":{"label":"Body HTML","type":"wysiwyg","formatted_value":"

      \n

      Cu\u1ed9c C\u00e1ch M\u1ea1ng C\u00f4ng Ngh\u1ec7 \u0110ang Bi\u1ebfn \u0110\u1ed5i Ph\u00e2n T\u00edch \u0110\u00f3ng C\u1eeda H\u00e0ng Ng\u00e0y C\u1ee7a Bitcoin<\/h2>\n<\/div>\n
      \n

      C\u00e2u h\u1ecfi v\u1ec1 th\u1eddi \u0111i\u1ec3m n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST c\u00f3 v\u1ebb \u0111\u01a1n gi\u1ea3n\u20147:00 PM Gi\u1edd Chu\u1ea9n Mi\u1ec1n \u0110\u00f4ng (n\u1eeda \u0111\u00eam UTC)\u2014nh\u01b0ng nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 \u0111\u00e3 bi\u1ebfn d\u1ea5u th\u1eddi gian c\u01a1 b\u1ea3n n\u00e0y th\u00e0nh m\u1ed9t chi\u1ebfn tr\u01b0\u1eddng chi\u1ebfn l\u01b0\u1ee3c tr\u1ecb gi\u00e1 h\u00e0ng tri\u1ec7u \u0111\u00f4 la. Ch\u1ec9 ri\u00eang trong n\u0103m 2023, Renaissance Technologies \u0111\u00e3 ghi nh\u1eadn 213 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn c\u1ee5 th\u1ec3 nh\u1edd v\u00e0o thu\u1eadt to\u00e1n \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda Bitcoin c\u1ee7a h\u1ecd.<\/p>\n<\/div>\n

      \n

      C\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c ng\u00e0y nay tri\u1ec3n khai c\u00e1c c\u00f4ng ngh\u1ec7 t\u1eadp trung v\u00e0o \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ec3 khai th\u00e1c nh\u1eefng b\u1ea5t c\u1eadp vi m\u00f4 x\u1ea3y ra trong kho\u1ea3ng th\u1eddi gian 3-5 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y. Nghi\u00ean c\u1ee9u th\u1ecb tr\u01b0\u1eddng ti\u1ec1n \u0111i\u1ec7n t\u1eed c\u1ee7a \u0110\u1ea1i h\u1ecdc Cornell n\u0103m 2023 \u0111\u00e3 ti\u1ebft l\u1ed9 r\u1eb1ng nh\u1eefng b\u1ea5t c\u1eadp li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda n\u00e0y v\u1eabn t\u1ed3n t\u1ea1i m\u1eb7c d\u00f9 th\u1ecb tr\u01b0\u1eddng \u0111\u00e3 tr\u01b0\u1edfng th\u00e0nh, t\u1ea1o ra c\u01a1 h\u1ed9i alpha nh\u1ea5t qu\u00e1n cho nh\u1eefng ng\u01b0\u1eddi tham gia c\u00f3 c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn.<\/p>\n<\/div>\n

      \n
      \n\n\n\n\n\n\n\n\n\n
      C\u00f4ng Ngh\u1ec7<\/th>\n\u1ee8ng D\u1ee5ng C\u1ee5 Th\u1ec3 cho \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>\nT\u00e1c \u0110\u1ed9ng Hi\u1ec7u Su\u1ea5t \u0110\u01b0\u1ee3c Ghi Nh\u1eadn<\/th>\n\u0110\u1ed9 Ph\u1ee9c T\u1ea1p Tri\u1ec3n Khai<\/th>\n<\/tr>\n<\/thead>\n
      Nh\u1eadn D\u1ea1ng M\u1eabu M\u1ea1ng N\u01a1-ron<\/td>\nX\u00e1c \u0111\u1ecbnh 15 h\u00ecnh th\u00e1i gi\u00e1 c\u1ee5 th\u1ec3 trong 22 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda<\/td>\nC\u1ea3i thi\u1ec7n t\u1ef7 l\u1ec7 th\u1eafng +16.4% (b\u00e1o c\u00e1o Citadel Securities, 2023)<\/td>\nCao (y\u00eau c\u1ea7u c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI chuy\u00ean bi\u1ec7t)<\/td>\n<\/tr>\n
      M\u00f4 H\u00ecnh D\u1ef1 \u0110o\u00e1n M\u00e1y H\u1ecdc<\/td>\nD\u1ef1 b\u00e1o gi\u00e1 \u0111\u00f3ng c\u1eeda trong ph\u1ea1m vi trung b\u00ecnh $127 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u trong ng\u00e0y<\/td>\nT\u1ed1i \u01b0u h\u00f3a k\u00edch th\u01b0\u1edbc v\u1ecb tr\u00ed +12.7% (Jump Trading, Q3 2023)<\/td>\nTrung B\u00ecnh-Cao (y\u00eau c\u1ea7u chuy\u00ean m\u00f4n khoa h\u1ecdc d\u1eef li\u1ec7u)<\/td>\n<\/tr>\n
      Arbitrage Th\u1eddi Gian S\u00e0n Giao D\u1ecbch<\/td>\nKhai th\u00e1c s\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance v\u00e0 Coinbase khi \u0111\u00f3ng c\u1eeda<\/td>\n5.3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch (T\u1ea1p ch\u00ed T\u00e0i ch\u00ednh \u0110\u1ecbnh l\u01b0\u1ee3ng, 2023)<\/td>\nTrung B\u00ecnh (y\u00eau c\u1ea7u t\u00edch h\u1ee3p API \u0111a s\u00e0n giao d\u1ecbch)<\/td>\n<\/tr>\n
      Ph\u00e2n T\u00edch T\u00e2m L\u00fd Tin T\u1ee9c D\u1ef1a Tr\u00ean NLP<\/td>\nX\u1eed l\u00fd h\u01a1n 37,000 tin t\u1ee9c h\u00e0ng ng\u00e0y v\u1edbi tr\u1ecdng s\u1ed1 th\u1eddi gian cho t\u00e1c \u0111\u1ed9ng \u0111\u00f3ng c\u1eeda<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng +9.3% (nghi\u00ean c\u1ee9u Two Sigma, 2023)<\/td>\nTrung B\u00ecnh (y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng x\u1eed l\u00fd v\u0103n b\u1ea3n chuy\u00ean bi\u1ec7t)<\/td>\n<\/tr>\n
      T\u1ed1i \u01afu H\u00f3a L\u1ea5y C\u1ea3m H\u1ee9ng T\u1eeb L\u01b0\u1ee3ng T\u1eed<\/td>\nT\u1ed1i \u01b0u h\u00f3a 53 tham s\u1ed1 th\u1ef1c thi \u0111\u1ec3 \u0111\u1ea1t hi\u1ec7u qu\u1ea3 t\u1ed1i \u0111a khi \u0111\u00f3ng c\u1eeda<\/td>\nHi\u1ec7u qu\u1ea3 th\u1ef1c thi +17.8% (nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p D-Wave, th\u00e1ng 1 n\u0103m 2024)<\/td>\nTrung B\u00ecnh-Cao (t\u1eadn d\u1ee5ng d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y l\u01b0\u1ee3ng t\u1eed)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n
      \n

      S\u1ef1 ti\u1ebfn h\u00f3a c\u00f4ng ngh\u1ec7 xung quanh th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00e3 t\u1ea1o ra nh\u1eefng kho\u1ea3ng c\u00e1ch hi\u1ec7u su\u1ea5t \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c gi\u1eefa c\u00e1c ng\u01b0\u1eddi tham gia th\u1ecb tr\u01b0\u1eddng. Theo b\u00e1o c\u00e1o Th\u1ecb tr\u01b0\u1eddng Ti\u1ec1n \u0111i\u1ec7n t\u1eed n\u0103m 2023 c\u1ee7a JPMorgan, c\u00e1c c\u00f4ng ty giao d\u1ecbch ti\u00ean ti\u1ebfn v\u1ec1 c\u00f4ng ngh\u1ec7 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i nhu\u1eadn \u0111i\u1ec1u ch\u1ec9nh r\u1ee7i ro cao h\u01a1n 43% tr\u00ean c\u00e1c chi\u1ebfn l\u01b0\u1ee3c li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.<\/p>\n<\/div>\n

      \n

      \u0110i\u1ec1u l\u00e0m cho c\u00f4ng ngh\u1ec7 \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb l\u00e0 s\u1ef1 t\u1eadp trung v\u00e0o m\u1ed9t s\u1ef1 ki\u1ec7n th\u1ecb tr\u01b0\u1eddng c\u1ee5 th\u1ec3, c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c. Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 chung, th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST cung c\u1ea5p m\u1ed9t \u0111i\u1ec3m tham chi\u1ebfu th\u1eddi gian c\u1ed1 \u0111\u1ecbnh t\u1ea1o ra c\u00e1c c\u01a1 h\u1ed9i c\u00f3 c\u1ea5u tr\u00fac cho vi\u1ec7c khai th\u00e1c thu\u1eadt to\u00e1n. Nghi\u00ean c\u1ee9u c\u1ee7a Cornell \u0111\u00e3 ch\u1ee9ng minh r\u1eb1ng nh\u1eefng b\u1ea5t c\u1eadp li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda v\u1eabn t\u1ed3n t\u1ea1i qua c\u00e1c chu k\u1ef3 th\u1ecb tr\u01b0\u1eddng, kh\u00f4ng gi\u1ed1ng nh\u01b0 nhi\u1ec1u c\u01a1 h\u1ed9i thu\u1eadt to\u00e1n kh\u00e1c b\u1ecb suy gi\u1ea3m khi ch\u00fang tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn.<\/p>\n<\/div>\n

      \n

      C\u00e1ch C\u00e1c H\u1ec7 Th\u1ed1ng AI D\u1ef1 \u0110o\u00e1n Bi\u1ebfn \u0110\u1ed9ng Gi\u00e1 Bitcoin Khi \u0110\u00f3ng C\u1eeda 7 PM EST<\/h2>\n<\/div>\n
      \n

      Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin th\u00f4ng qua c\u00e1c m\u1ea1ng n\u01a1-ron chuy\u00ean bi\u1ec7t x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1ecbch s\u1eed kh\u1ed5ng l\u1ed3 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu d\u1ef1 \u0111o\u00e1n m\u00e0 c\u00e1c nh\u00e0 giao d\u1ecbch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 th\u1ea5y. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u00e3 bi\u1ebfn vi\u1ec7c \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda t\u1eeb ph\u1ecfng \u0111o\u00e1n c\u00f3 h\u1ecdc th\u00e0nh khoa h\u1ecdc x\u00e1c su\u1ea5t.<\/p>\n<\/div>\n

      \n

      C\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda AI hi\u1ec7n \u0111\u1ea1i ph\u00e2n t\u00edch \u0111\u1ed3ng th\u1eddi h\u00e0ng tr\u0103m bi\u1ebfn s\u1ed1 tr\u00ean nhi\u1ec1u khung th\u1eddi gian, t\u1ea1o ra c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t \u0111\u1ecbnh l\u01b0\u1ee3ng c\u1ea3 k\u1ebft qu\u1ea3 d\u1ef1 ki\u1ebfn v\u00e0 m\u1ee9c \u0111\u1ed9 tin c\u1eady v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng kinh ng\u1ea1c.<\/p>\n<\/div>\n

      \n
      \n\n\n\n\n\n\n\n\n\n
      Th\u00e0nh Ph\u1ea7n AI<\/th>\nCh\u1ee9c N\u0103ng C\u1ee5 Th\u1ec3 cho \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>\nC\u00e1c Bi\u1ebfn \u0110\u01b0\u1ee3c X\u1eed L\u00fd<\/th>\n\u0110\u1ed9 Ch\u00ednh X\u00e1c \u0110o L\u01b0\u1eddng<\/th>\n<\/tr>\n<\/thead>\n
      M\u1ea1ng N\u01a1-ron T\u00edch Ch\u1eadp<\/td>\nX\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu h\u00ecnh \u1ea3nh trong bi\u1ec3u \u0111\u1ed3 gi\u00e1 45 ph\u00fat tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda<\/td>\n14,327 h\u00ecnh th\u00e1i \u0111\u00f3ng c\u1eeda l\u1ecbch s\u1eed v\u1edbi 143 ph\u00e2n lo\u1ea1i \u0111\u1eb7c \u0111i\u1ec3m<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c nh\u1eadn d\u1ea1ng m\u1eabu 67.4% (nghi\u00ean c\u1ee9u Stanford, 2023)<\/td>\n<\/tr>\n
      NLP D\u1ef1a Tr\u00ean Transformer<\/td>\nX\u1eed l\u00fd tin t\u1ee9c v\u00e0 t\u00e2m l\u00fd x\u00e3 h\u1ed9i v\u1edbi tr\u1ecdng s\u1ed1 suy gi\u1ea3m theo th\u1eddi gian<\/td>\nTwitter (42%), Reddit (23%), News APIs (35%) v\u1edbi l\u00e0m m\u1edbi 12 gi\u00e2y<\/td>\nC\u1ea3i thi\u1ec7n 9.3% trong d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111\u00f3ng c\u1eeda sau khi tri\u1ec3n khai<\/td>\n<\/tr>\n
      T\u00e1c Nh\u00e2n H\u1ecdc T\u0103ng C\u01b0\u1eddng<\/td>\nT\u1ed1i \u01b0u h\u00f3a th\u1eddi gian v\u00e0o\/ra trong c\u1eeda s\u1ed5 15 ph\u00fat xung quanh \u0111\u00f3ng c\u1eeda<\/td>\n\u0110\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean 3.2 tri\u1ec7u k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda m\u00f4 ph\u1ecfng v\u1edbi ph\u1ea3n h\u1ed3i th\u1ecb tr\u01b0\u1eddng<\/td>\nGi\u1ea3m 23.6% tr\u01b0\u1ee3t gi\u00e1 so v\u1edbi th\u1ef1c thi d\u1ef1a tr\u00ean quy t\u1eafc<\/td>\n<\/tr>\n
      M\u1ea1ng X\u00e1c Su\u1ea5t Bayes<\/td>\nT\u1ea1o ra c\u00e1c x\u00e1c su\u1ea5t ph\u1ea1m vi gi\u00e1 c\u1ee5 th\u1ec3 cho k\u1ebft qu\u1ea3 \u0111\u00f3ng c\u1eeda<\/td>\nBi\u1ebfn \u0111\u1ed9ng l\u1ecbch s\u1eed, s\u1ed1 li\u1ec7u ph\u1ea1m vi, h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng v\u1edbi 97 tham s\u1ed1<\/td>\nD\u1ef1 \u0111o\u00e1n ph\u1ea1m vi \u0111\u00f3ng c\u1eeda th\u1ef1c t\u1ebf v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 72.8% (\u00b1$175 d\u1ea3i)<\/td>\n<\/tr>\n
      H\u1ec7 Th\u1ed1ng Ph\u00e1t Hi\u1ec7n D\u1ecb Th\u01b0\u1eddng<\/td>\nX\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu b\u1ea5t th\u01b0\u1eddng ch\u1ec9 ra kh\u1ea3 n\u0103ng thao t\u00fang \u0111\u00f3ng c\u1eeda<\/td>\nD\u00f2ng l\u1ec7nh, \u0111\u1ed9t bi\u1ebfn kh\u1ed1i l\u01b0\u1ee3ng, ph\u00e2n k\u1ef3 c\u1ee5 th\u1ec3 c\u1ee7a s\u00e0n giao d\u1ecbch<\/td>\nPh\u00e1t hi\u1ec7n 83% c\u00e1c d\u1ecb th\u01b0\u1eddng \u0111\u00f3ng c\u1eeda \u0111\u00e1ng k\u1ec3 trong ki\u1ec3m tra l\u1ea1i<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n
      \n

      Vi\u1ec7c tri\u1ec3n khai th\u1ef1c t\u1ebf c\u1ee7a d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda AI \u0111\u00e3 nhanh ch\u00f3ng ph\u00e1t tri\u1ec3n t\u1eeb th\u1eed nghi\u1ec7m \u0111\u1ebfn ch\u00ednh th\u1ed1ng. Theo m\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t c\u1ee7a CoinDesk n\u0103m 2023, 76% qu\u1ef9 \u0111\u1ea7u c\u01a1 t\u1eadp trung v\u00e0o ti\u1ec1n \u0111i\u1ec7n t\u1eed hi\u1ec7n tri\u1ec3n khai AI c\u1ee5 th\u1ec3 cho ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 giao d\u1ecbch c\u00e1 nh\u00e2n, c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option \u0111\u00e3 d\u00e2n ch\u1ee7 h\u00f3a c\u00f4ng ngh\u1ec7 n\u00e0y b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 d\u1ef1 \u0111o\u00e1n AI \u0111\u01a1n gi\u1ea3n h\u00f3a gi\u00fap h\u00ecnh dung c\u00e1c x\u00e1c su\u1ea5t \u0111\u00f3ng c\u1eeda m\u00e0 kh\u00f4ng c\u1ea7n chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt.<\/p>\n<\/div>\n

      \n

      \u0110i\u1ec1u ph\u00e2n bi\u1ec7t d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda AI hi\u1ec7n \u0111\u1ea1i v\u1edbi ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng l\u00e0 kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p, \u0111a y\u1ebfu t\u1ed1. V\u00ed d\u1ee5, nghi\u00ean c\u1ee9u c\u1ee7a JPMorgan \u0111\u00e3 ti\u1ebft l\u1ed9 r\u1eb1ng s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a kh\u1ed1i l\u01b0\u1ee3ng gi\u1ea3m trong 15 ph\u00fat, ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n t\u0103ng v\u00e0 s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng s\u1ed5 l\u1ec7nh c\u1ee5 th\u1ec3 trong 22 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda d\u1ef1 \u0111o\u00e1n m\u1ed9t s\u1ef1 \u0111\u1ea3o chi\u1ec1u h\u01b0\u1edbng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73.4%\u2014m\u1ed9t m\u1ed1i t\u01b0\u01a1ng quan kh\u00f4ng th\u1ec3 x\u00e1c \u0111\u1ecbnh th\u00f4ng qua ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng.<\/p>\n<\/div>\n

      \n

      Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: Thu\u1eadt To\u00e1n \u0110\u00f3ng C\u1eeda 213 Tri\u1ec7u \u0110\u00f4 La c\u1ee7a Renaissance Technologies<\/h3>\n<\/div>\n
      \n

      B\u1eb1ng ch\u1ee9ng thuy\u1ebft ph\u1ee5c nh\u1ea5t v\u1ec1 t\u00e1c \u0111\u1ed9ng c\u1ee7a AI \u0111\u1ed1i v\u1edbi ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda \u0111\u1ebfn t\u1eeb thu\u1eadt to\u00e1n \u0111\u00f3ng c\u1eeda Bitcoin chuy\u00ean bi\u1ec7t c\u1ee7a Renaissance Technologies, \u0111\u00e3 t\u1ea1o ra 213 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn trong n\u0103m 2023 b\u1eb1ng c\u00e1ch t\u1eadp trung \u0111\u1ed9c quy\u1ec1n v\u00e0o giao d\u1ecbch trong c\u1eeda s\u1ed5 30 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST.<\/p>\n<\/div>\n

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      M\u1eb7c d\u00f9 chi ti\u1ebft tri\u1ec3n khai \u0111\u1ea7y \u0111\u1ee7 v\u1eabn l\u00e0 b\u00ed m\u1eadt, c\u00e1c h\u1ed3 s\u01a1 SEC v\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 c\u00f4ng b\u1ed1 ti\u1ebft l\u1ed9 n\u0103m th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a h\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd:<\/p>\n<\/div>\n

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        \n
      • Nh\u1eadn D\u1ea1ng M\u1eabu Th\u1eddi Gian: M\u1ed9t m\u1ea1ng n\u01a1-ron chuy\u00ean bi\u1ec7t \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean d\u1eef li\u1ec7u t\u1eebng ph\u00fat trong h\u01a1n 4 n\u0103m xung quanh c\u00e1c l\u1ea7n \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y, x\u00e1c \u0111\u1ecbnh 15 m\u1eabu h\u00ecnh \u0111\u00f3ng c\u1eeda ri\u00eang bi\u1ec7t v\u1edbi c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t c\u1ee5 th\u1ec3 cho m\u1ed7i m\u1eabu<\/li>\n
      • T\u1ed1i \u01afu H\u00f3a Th\u1ef1c Thi \u0110a S\u00e0n Giao D\u1ecbch: \u0110\u1ecbnh tuy\u1ebfn l\u1ec7nh tinh vi ph\u00e2n ph\u1ed1i th\u1ef1c thi tr\u00ean 7 s\u00e0n giao d\u1ecbch l\u1edbn d\u1ef1a tr\u00ean \u0111i\u1ec1u ki\u1ec7n thanh kho\u1ea3n th\u1eddi gian th\u1ef1c, gi\u1ea3m tr\u01b0\u1ee3t gi\u00e1 37% so v\u1edbi th\u1ef1c thi tr\u00ean m\u1ed9t s\u00e0n duy nh\u1ea5t<\/li>\n
      • X\u1eed L\u00fd Ng\u00f4n Ng\u1eef T\u1ef1 Nhi\u00ean: Ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c v\u1ec1 tin t\u1ee9c v\u00e0 t\u00e2m l\u00fd x\u00e3 h\u1ed9i v\u1edbi tr\u1ecdng s\u1ed1 th\u1eddi gian cho th\u00f4ng tin \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh trong 45 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda<\/li>\n
      • Ph\u00e2n T\u00edch H\u1ed3 S\u01a1 Kh\u1ed1i L\u01b0\u1ee3ng: X\u00e1c \u0111\u1ecbnh c\u00e1c nam ch\u00e2m gi\u00e1 c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1a tr\u00ean s\u1ef1 t\u1eadp trung giao d\u1ecbch l\u1ecbch s\u1eed, \u0111\u1eb7c bi\u1ec7t t\u1eadp trung v\u00e0o c\u00e1c m\u1ee9c gi\u00e1 t\u00e2m l\u00fd quan tr\u1ecdng (t\u0103ng $500)<\/li>\n
      • \u0110i\u1ec1u Ch\u1ec9nh K\u00edch Th\u01b0\u1edbc V\u1ecb Tr\u00ed \u0110\u1ed9ng: C\u00e1c m\u00f4 h\u00ecnh x\u00e1c su\u1ea5t Bayes \u0111i\u1ec1u ch\u1ec9nh k\u00edch th\u01b0\u1edbc v\u1ecb tr\u00ed d\u1ef1a tr\u00ean c\u00e1c ch\u1ec9 s\u1ed1 tin c\u1eady th\u1eddi gian th\u1ef1c, thay \u0111\u1ed5i m\u1ee9c \u0111\u1ed9 ti\u1ebfp x\u00fac t\u1eeb 0.3% \u0111\u1ebfn 3% v\u1ed1n c\u00f3 s\u1eb5n t\u00f9y thu\u1ed9c v\u00e0o \u0111\u1ed9 m\u1ea1nh c\u1ee7a t\u00edn hi\u1ec7u<\/li>\n<\/ul>\n<\/div>\n
        \n

        H\u1ec7 th\u1ed1ng n\u00e0y minh h\u1ecda c\u00e1ch AI tinh vi bi\u1ebfn c\u00e2u h\u1ecfi c\u01a1 b\u1ea3n v\u1ec1 th\u1eddi \u0111i\u1ec3m n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST th\u00e0nh m\u1ed9t l\u1ee3i th\u1ebf chi\u1ebfn l\u01b0\u1ee3c tr\u1ecb gi\u00e1 h\u00e0ng tr\u0103m tri\u1ec7u \u0111\u00f4 la. C\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a Renaissance kh\u00f4ng ch\u1ec9 ph\u1ea3n \u1ee9ng v\u1edbi th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda\u2014n\u00f3 khai th\u00e1c c\u00e1c h\u00e0nh vi vi m\u00f4 c\u1ee5 th\u1ec3 x\u1ea3y ra nh\u1ea5t qu\u00e1n t\u1ea1i th\u1eddi \u0111i\u1ec3m quan tr\u1ecdng n\u00e0y.<\/p>\n<\/div>\n

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        \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 giao d\u1ecbch c\u00e1 nh\u00e2n, Pocket Option hi\u1ec7n cung c\u1ea5p c\u00e1c phi\u00ean b\u1ea3n \u0111\u01a1n gi\u1ea3n h\u00f3a c\u1ee7a c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y th\u00f4ng qua AI Close Predictor c\u1ee7a h\u1ecd. M\u1eb7c d\u00f9 kh\u00f4ng th\u1ec3 s\u00e1nh v\u1edbi s\u1ef1 tinh vi \u0111\u1ea7y \u0111\u1ee7 c\u1ee7a Renaissance, c\u00f4ng c\u1ee5 n\u00e0y cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t v\u00e0 th\u00f4ng tin nh\u1eadn d\u1ea1ng m\u1eabu tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch c\u00f4ng ngh\u1ec7 ch\u00edn con s\u1ed1.<\/p>\n<\/div>\n

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        5 M\u00f4 H\u00ecnh M\u00e1y H\u1ecdc D\u1ef1 \u0110o\u00e1n Gi\u00e1 Bitcoin L\u00fac \u0110\u00f3ng C\u1eeda 7 PM EST<\/h2>\n<\/div>\n
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        M\u00e1y h\u1ecdc \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n xung quanh th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin. Kh\u00f4ng gi\u1ed1ng nh\u01b0 ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng d\u1ef1a tr\u00ean c\u00e1c quy t\u1eafc c\u1ed1 \u0111\u1ecbnh, c\u00e1c m\u00f4 h\u00ecnh ML li\u00ean t\u1ee5c th\u00edch \u1ee9ng v\u1edbi \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng \u0111ang thay \u0111\u1ed5i, x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu t\u01b0\u01a1ng quan ph\u1ee9c t\u1ea1p m\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u0129nh ho\u00e0n to\u00e0n b\u1ecf l\u1ee1.<\/p>\n<\/div>\n

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        N\u0103m lo\u1ea1i m\u00f4 h\u00ecnh ML c\u1ee5 th\u1ec3 \u0111\u00e3 ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 \u0111\u1eb7c bi\u1ec7t cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda 7:00 PM EST, m\u1ed7i lo\u1ea1i c\u00f3 \u0111i\u1ec3m m\u1ea1nh ri\u00eang cho c\u00e1c \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng kh\u00e1c nhau:<\/p>\n<\/div>\n

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        \n\n\n\n\n\n\n\n\n\n
        Lo\u1ea1i M\u00f4 H\u00ecnh ML<\/th>\n\u1ee8ng D\u1ee5ng D\u1ef1 \u0110o\u00e1n \u0110\u00f3ng C\u1eeda C\u1ee5 Th\u1ec3<\/th>\n\u0110\u1ed9 Ch\u00ednh X\u00e1c \u0110\u01b0\u1ee3c Ghi Nh\u1eadn (2023-2024)<\/th>\n\u0110i\u1ec1u Ki\u1ec7n Th\u1ecb Tr\u01b0\u1eddng T\u1ed1i \u01afu<\/th>\n<\/tr>\n<\/thead>\n
        XGBoost (T\u0103ng C\u01b0\u1eddng Gradient)<\/td>\nD\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111\u00f3ng c\u1eeda (t\u0103ng\/gi\u1ea3m so v\u1edbi ng\u00e0y tr\u01b0\u1edbc) d\u1ef1a tr\u00ean 142 \u0111\u1eb7c \u0111i\u1ec3m trong ng\u00e0y<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 65.3% (\u0111\u01b0\u1ee3c x\u00e1c minh b\u1edfi Two Sigma, th\u00e1ng 1 n\u0103m 2024)<\/td>\nTh\u1ecb tr\u01b0\u1eddng c\u00f3 xu h\u01b0\u1edbng v\u1edbi c\u00e1c d\u1ea5u hi\u1ec7u \u0111\u1ed9ng l\u01b0\u1ee3ng r\u00f5 r\u00e0ng<\/td>\n<\/tr>\n
        M\u1ea1ng N\u01a1-ron LSTM<\/td>\nD\u1ef1 b\u00e1o gi\u00e1 \u0111\u00f3ng c\u1eeda ch\u00ednh x\u00e1c v\u1edbi l\u1ed7i trung b\u00ecnh $210 b\u1eb1ng ph\u00e2n t\u00edch chu\u1ed7i th\u1eddi gian<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c 61.7% d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda trong ph\u1ea1m vi \u00b10.5%<\/td>\nTh\u1ecb tr\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng v\u1edbi c\u00e1c t\u01b0\u01a1ng \u0111\u1ed3ng l\u1ecbch s\u1eed g\u1ea7n \u0111\u00e2y<\/td>\n<\/tr>\n
        R\u1eebng Ng\u1eabu Nhi\u00ean<\/td>\nD\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng \u0111\u00f3ng c\u1eeda (ph\u1ea1m vi gi\u1eefa cao\/th\u1ea5p h\u00e0ng gi\u1edd xung quanh \u0111\u00f3ng c\u1eeda)<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c 74.2% cho ph\u00e2n lo\u1ea1i bi\u1ebfn \u0111\u1ed9ng (cao\/trung b\u00ecnh\/th\u1ea5p)<\/td>\nS\u1ef1 ki\u1ec7n tr\u01b0\u1edbc tin t\u1ee9c v\u00e0 th\u00f4ng b\u00e1o \u0111\u00e3 l\u00ean l\u1ecbch<\/td>\n<\/tr>\n
        M\u00e1y Vector H\u1ed7 Tr\u1ee3<\/td>\nPh\u00e2n lo\u1ea1i v\u1ecb tr\u00ed \u0111\u00f3ng c\u1eeda so v\u1edbi ph\u1ea1m vi h\u00e0ng ng\u00e0y (m\u1ed9t ph\u1ea7n ba tr\u00ean\/gi\u1eefa\/d\u01b0\u1edbi)<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c 67.8% cho d\u1ef1 \u0111o\u00e1n v\u1ecb tr\u00ed ph\u1ea1m vi<\/td>\nTh\u1ecb tr\u01b0\u1eddng b\u1ecb gi\u1edbi h\u1ea1n ph\u1ea1m vi v\u1edbi h\u1ed7 tr\u1ee3\/kh\u00e1ng c\u1ef1 x\u00e1c \u0111\u1ecbnh<\/td>\n<\/tr>\n
        M\u00f4 H\u00ecnh Meta T\u1eadp H\u1ee3p<\/td>\nK\u1ebft h\u1ee3p d\u1ef1 \u0111o\u00e1n t\u1eeb nhi\u1ec1u m\u00f4 h\u00ecnh v\u1edbi tr\u1ecdng s\u1ed1 \u0111\u1ed9ng d\u1ef1a tr\u00ean \u0111\u1ed9 ch\u00ednh x\u00e1c g\u1ea7n \u0111\u00e2y<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 72.1% khi ng\u01b0\u1ee1ng tin c\u1eady v\u01b0\u1ee3t qu\u00e1 65%<\/td>\nT\u1ea5t c\u1ea3 \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng (tr\u1ecdng s\u1ed1 th\u00edch \u1ee9ng d\u1ef1a tr\u00ean ch\u1ebf \u0111\u1ed9)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n
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        Vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc n\u00e0y v\u00e0o d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda bitcoin \u0111\u00e3 v\u01b0\u1ee3t ra ngo\u00e0i l\u00fd thuy\u1ebft h\u1ecdc thu\u1eadt \u0111\u1ec3 tri\u1ec3n khai th\u1ef1c t\u1ebf. Theo m\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t n\u0103m 2023 c\u1ee7a Hi\u1ec7p h\u1ed9i Giao d\u1ecbch Thu\u1eadt to\u00e1n, 83% b\u00e0n giao d\u1ecbch ti\u1ec1n \u0111i\u1ec7n t\u1eed t\u1ed5 ch\u1ee9c hi\u1ec7n tri\u1ec3n khai \u00edt nh\u1ea5t m\u1ed9t m\u00f4 h\u00ecnh ML chuy\u00ean bi\u1ec7t t\u1eadp trung v\u00e0o d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda, v\u1edbi 47% s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn t\u1eadp h\u1ee3p k\u1ebft h\u1ee3p nhi\u1ec1u m\u00f4 h\u00ecnh.<\/p>\n<\/div>\n

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        \u0110i\u1ec1u t\u00e1ch bi\u1ec7t c\u00e1c h\u1ec7 th\u1ed1ng ML ti\u00ean ti\u1ebfn kh\u1ecfi ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng l\u00e0 kh\u1ea3 n\u0103ng \u0111\u1ecbnh l\u01b0\u1ee3ng s\u1ef1 kh\u00f4ng ch\u1eafc ch\u1eafn. Thay v\u00ec \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n nh\u1ecb ph\u00e2n, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y t\u1ea1o ra c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t tr\u00ean c\u00e1c k\u1ebft qu\u1ea3 ti\u1ec1m n\u0103ng, cho ph\u00e9p \u0111i\u1ec1u ch\u1ec9nh k\u00edch th\u01b0\u1edbc v\u1ecb tr\u00ed tinh vi d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 tin c\u1eady. C\u00e1ch ti\u1ebfp c\u1eadn x\u00e1c su\u1ea5t n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh l\u00e0 c\u1ea3i thi\u1ec7n l\u1ee3i nhu\u1eadn \u0111i\u1ec1u ch\u1ec9nh r\u1ee7i ro l\u00ean 27% so v\u1edbi c\u00e1c chi\u1ebfn l\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh, theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean T\u1ea1p ch\u00ed Khoa h\u1ecdc D\u1eef li\u1ec7u T\u00e0i ch\u00ednh (th\u00e1ng 9 n\u0103m 2023).<\/p>\n<\/div>\n

        \n

        C\u00e1c \u0110\u1eb7c \u0110i\u1ec3m D\u1ef1 \u0110o\u00e1n Nh\u1ea5t cho H\u01b0\u1edbng \u0110\u00f3ng C\u1eeda 7 PM EST<\/h3>\n<\/div>\n
        \n

        M\u1ed9t trong nh\u1eefng th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb nh\u1ea5t t\u1eeb nghi\u00ean c\u1ee9u m\u00e1y h\u1ecdc l\u00e0 vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn c\u1ee5 th\u1ec3 n\u00e0o \u1ea3nh h\u01b0\u1edfng m\u1ea1nh nh\u1ea5t \u0111\u1ebfn h\u00e0nh vi \u0111\u00f3ng c\u1eeda. Ph\u00e2n t\u00edch t\u1ea7m quan tr\u1ecdng c\u1ee7a \u0111\u1eb7c \u0111i\u1ec3m tr\u00ean c\u00e1c m\u00f4 h\u00ecnh ML ch\u00ednh ti\u1ebft l\u1ed9 nh\u1eefng ph\u00e1t hi\u1ec7n b\u1ea5t ng\u1edd v\u1ec1 c\u00e1c y\u1ebfu t\u1ed1 d\u1ef1 \u0111o\u00e1n:<\/p>\n<\/div>\n

        \n
        \n\n\n\n\n\n\n\n\n\n
        Danh M\u1ee5c \u0110\u1eb7c \u0110i\u1ec3m<\/th>\nC\u00e1c Bi\u1ebfn D\u1ef1 \u0110o\u00e1n H\u00e0ng \u0110\u1ea7u<\/th>\nT\u1ea7m Quan Tr\u1ecdng T\u01b0\u01a1ng \u0110\u1ed1i<\/th>\nPh\u00e1t Hi\u1ec7n Th\u1ed1ng K\u00ea Ch\u00ednh<\/th>\n<\/tr>\n<\/thead>\n
        M\u1eabu Th\u1eddi Gian<\/td>\nNg\u00e0y trong tu\u1ea7n, tu\u1ea7n trong th\u00e1ng, g\u1ea7n \u0111\u1ebfn ng\u00e0y h\u1ebft h\u1ea1n quy\u1ec1n ch\u1ecdn<\/td>\n17.8%<\/td>\n\u0110\u00f3ng c\u1eeda v\u00e0o th\u1ee9 Ba cho th\u1ea5y kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng cao h\u01a1n 26.3% (p-value 0.002)<\/td>\n<\/tr>\n
        Ph\u00e2n T\u00edch Kh\u1ed1i L\u01b0\u1ee3ng<\/td>\nThay \u0111\u1ed5i kh\u1ed1i l\u01b0\u1ee3ng trong 15 ph\u00fat cu\u1ed1i gi\u1edd, t\u1ef7 l\u1ec7 m\u1ea5t c\u00e2n b\u1eb1ng mua\/b\u00e1n<\/td>\n24.3%<\/td>\nKh\u1ed1i l\u01b0\u1ee3ng gi\u1ea3m >35% trong 22 ph\u00fat cu\u1ed1i d\u1ef1 \u0111o\u00e1n \u0111\u1ea3o chi\u1ec1u v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73.4%<\/td>\n<\/tr>\n
        C\u1ea5u Tr\u00fac Gi\u00e1<\/td>\nKho\u1ea3ng c\u00e1ch t\u1eeb VWAP h\u00e0ng ng\u00e0y, g\u1ea7n c\u00e1c s\u1ed1 tr\u00f2n (t\u0103ng $500)<\/td>\n21.6%<\/td>\n\u0110\u00f3ng c\u1eeda trong ph\u1ea1m vi $75 c\u1ee7a c\u00e1c m\u1ee9c t\u0103ng $500 trong 67.3% phi\u00ean (so v\u1edbi d\u1ef1 ki\u1ebfn 15%)<\/td>\n<\/tr>\n
        T\u00e2m L\u00fd Th\u1ecb Tr\u01b0\u1eddng<\/td>\nT\u1ed1c \u0111\u1ed9 t\u00e2m l\u00fd truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, h\u01b0\u1edbng t\u1ef7 l\u1ec7 t\u00e0i tr\u1ee3, m\u1ee9c thanh l\u00fd<\/td>\n15.9%<\/td>\nT\u00e2m l\u00fd Twitter trong 38 ph\u00fat cu\u1ed1i c\u00f3 t\u01b0\u01a1ng quan cao h\u01a1n 2.7 l\u1ea7n so v\u1edbi s\u1ed1 li\u1ec7u c\u1ea3 ng\u00e0y<\/td>\n<\/tr>\n
        \u0110\u1ed9ng L\u1ef1c S\u00e0n Giao D\u1ecbch<\/td>\nD\u00f2ng ti\u1ec1n stablecoin (4 gi\u1edd), thay \u0111\u1ed5i s\u1ed1 d\u01b0 s\u00e0n giao d\u1ecbch, ho\u1ea1t \u0111\u1ed9ng v\u00ed c\u00e1 voi<\/td>\n20.4%<\/td>\nD\u00f2ng ti\u1ec1n stablecoin v\u01b0\u1ee3t qu\u00e1 $50M trong 4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda d\u1ef1 \u0111o\u00e1n ng\u00e0y ti\u1ebfp theo t\u00edch c\u1ef1c v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 76.2%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n
        \n

        Nh\u1eefng ph\u00e1t hi\u1ec7n n\u00e0y cho th\u1ea5y c\u00e1ch m\u00e1y h\u1ecdc \u0111\u00e3 ph\u00e1t hi\u1ec7n ra c\u00e1c m\u1ed1i quan h\u1ec7 kh\u00f4ng tr\u1ef1c quan m\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng b\u1ecf l\u1ee1. V\u00ed d\u1ee5, vi\u1ec7c ph\u00e1t hi\u1ec7n r\u1eb1ng \u0111\u00f3ng c\u1eeda v\u00e0o th\u1ee9 Ba c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng cao h\u01a1n \u0111\u00e1ng k\u1ec3 (c\u1ea3i thi\u1ec7n 26.3%) m\u00e2u thu\u1eabn v\u1edbi tr\u00ed tu\u1ec7 th\u00f4ng th\u01b0\u1eddng nh\u01b0ng cung c\u1ea5p l\u1ee3i th\u1ebf th\u1ed1ng k\u00ea khi \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng giao d\u1ecbch.<\/p>\n<\/div>\n

        \n

        \u0110\u1ec3 tri\u1ec3n khai th\u1ef1c t\u1ebf, ML Close Predictor c\u1ee7a Pocket Option cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb quy\u1ec1n truy c\u1eadp \u0111\u01a1n gi\u1ea3n h\u00f3a v\u00e0o nh\u1eefng th\u00f4ng tin n\u00e0y. H\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd ph\u00e2n t\u00edch 47 bi\u1ebfn s\u1ed1 ch\u00ednh v\u00e0 t\u1ea1o ra c\u00e1c \u01b0\u1edbc t\u00ednh x\u00e1c su\u1ea5t th\u1eddi gian th\u1ef1c cho c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda kh\u00e1c nhau, hi\u1ec7u qu\u1ea3 d\u00e2n ch\u1ee7 h\u00f3a c\u00f4ng ngh\u1ec7 tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch nghi\u00ean c\u1ee9u h\u00e0ng tri\u1ec7u \u0111\u00f4 la.<\/p>\n<\/div>\n

        \n

        Ph\u00e2n T\u00edch Blockchain: D\u1ef1 \u0110o\u00e1n \u0110\u00f3ng C\u1eeda 7 PM EST Qua D\u1eef Li\u1ec7u Tr\u00ean Chu\u1ed7i<\/h2>\n<\/div>\n
        \n

        Ph\u00e2n t\u00edch blockchain \u0111\u1ea1i di\u1ec7n cho m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn m\u1edbi m\u1ea1nh m\u1ebd \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n h\u00e0nh vi \u0111\u00f3ng c\u1eeda b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch c\u00e1c d\u00f2ng v\u1ed1n th\u1ef1c t\u1ebf thay v\u00ec ch\u1ec9 c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1. Kh\u00f4ng gi\u1ed1ng nh\u01b0 d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng truy\u1ec1n th\u1ed1ng, c\u00e1c ch\u1ec9 s\u1ed1 tr\u00ean chu\u1ed7i ti\u1ebft l\u1ed9 v\u1ecb tr\u00ed t\u1ed5 ch\u1ee9c v\u00e0 \u00fd \u0111\u1ecbnh di chuy\u1ec3n v\u1ed1n tr\u01b0\u1edbc khi ch\u00fang \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn gi\u00e1 t\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST.<\/p>\n<\/div>\n

        \n

        C\u00e1c n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn hi\u1ec7n theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 tr\u00ean chu\u1ed7i c\u1ee5 th\u1ec3 v\u1edbi s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh cho h\u00e0nh vi \u0111\u00f3ng c\u1eeda, t\u1ea1o ra l\u1ee3i th\u1ebf th\u00f4ng tin cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u00edch h\u1ee3p d\u1eef li\u1ec7u n\u00e0y v\u00e0o khung quy\u1ebft \u0111\u1ecbnh c\u1ee7a h\u1ecd.<\/p>\n<\/div>\n

        \n
        \n\n\n\n\n\n\n\n\n\n
        Ch\u1ec9 S\u1ed1 Tr\u00ean Chu\u1ed7i<\/th>\nM\u1ed1i Quan H\u1ec7 C\u1ee5 Th\u1ec3 v\u1edbi \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>\nPh\u01b0\u01a1ng Ph\u00e1p Tri\u1ec3n Khai<\/th>\nS\u1ee9c M\u1ea1nh D\u1ef1 \u0110o\u00e1n \u0110\u01b0\u1ee3c Ghi Nh\u1eadn<\/th>\n<\/tr>\n<\/thead>\n
        T\u0103ng T\u1ed1c D\u00f2ng Ti\u1ec1n V\u00e0o S\u00e0n Giao D\u1ecbch<\/td>\nS\u1ef1 gia t\u0103ng ti\u1ec1n g\u1eedi v\u00e0o s\u00e0n giao d\u1ecbch 2-4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda d\u1ef1 \u0111o\u00e1n \u00e1p l\u1ef1c b\u00e1n<\/td>\nAPI Glassnode v\u1edbi t\u1ed5ng h\u1ee3p 15 ph\u00fat v\u00e0 t\u00ednh to\u00e1n t\u1ed1c \u0111\u1ed9<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c 68.7% d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda ti\u00eau c\u1ef1c khi d\u00f2ng ti\u1ec1n v\u00e0o v\u01b0\u1ee3t qu\u00e1 2\u03c3 (Chainalysis, 2023)<\/td>\n<\/tr>\n
        Giao D\u1ecbch V\u00ed C\u00e1 Voi<\/td>\nChuy\u1ec3n kho\u1ea3n >$1M trong c\u1eeda s\u1ed5 90 ph\u00fat tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda b\u00e1o hi\u1ec7u v\u1ecb tr\u00ed t\u1ed5 ch\u1ee9c<\/td>\nAPI Whale Alert v\u1edbi l\u1ecdc t\u00f9y ch\u1ec9nh cho k\u00edch th\u01b0\u1edbc v\u00e0 th\u1eddi gian giao d\u1ecbch<\/td>\nT\u01b0\u01a1ng quan t\u00e1c \u0111\u1ed9ng gi\u00e1 27.4% v\u1edbi s\u1ef1 ph\u00f9 h\u1ee3p h\u01b0\u1edbng 82.3%<\/td>\n<\/tr>\n
        D\u00f2ng Ch\u1ea3y T\u1eeb Th\u1ee3 M\u1ecf \u0110\u1ebfn S\u00e0n Giao D\u1ecbch<\/td>\nChuy\u1ec3n kho\u1ea3n t\u1eeb th\u1ee3 m\u1ecf \u0111\u1ebfn s\u00e0n giao d\u1ecbch t\u0103ng 3-6 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda b\u00e1o tr\u01b0\u1edbc b\u00e1n ra<\/td>\nAPI CryptoQuant theo d\u00f5i c\u00e1c v\u00ed th\u1ee3 m\u1ecf \u0111\u00e3 bi\u1ebft v\u1edbi g\u1eafn th\u1ebb \u0111i\u1ec3m \u0111\u1ebfn s\u00e0n giao d\u1ecbch<\/td>\nD\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda ti\u00eau c\u1ef1c v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73.1% khi d\u00f2ng ch\u1ea3y v\u01b0\u1ee3t qu\u00e1 trung b\u00ecnh 30 ng\u00e0y 40%+<\/td>\n<\/tr>\n
        Ti\u1ec1n G\u1eedi Stablecoin V\u00e0o S\u00e0n Giao D\u1ecbch<\/td>\nChuy\u1ec3n kho\u1ea3n USDT\/USDC v\u00e0o s\u00e0n giao d\u1ecbch 1-4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda ch\u1ec9 ra s\u1ef1 quan t\u00e2m mua<\/td>\nGi\u00e1m s\u00e1t d\u00f2ng ch\u1ea3y stablecoin chuy\u00ean d\u1ee5ng tr\u00ean c\u00e1c m\u1ea1ng Ethereum, Tron v\u00e0 Solana<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c 76.2% d\u1ef1 \u0111o\u00e1n ng\u00e0y ti\u1ebfp theo t\u00edch c\u1ef1c khi d\u00f2ng ti\u1ec1n v\u00e0o v\u01b0\u1ee3t qu\u00e1 $50M<\/td>\n<\/tr>\n
        Thanh Kho\u1ea3n S\u00e0n Giao D\u1ecbch Ph\u00e1i Sinh<\/td>\nDi chuy\u1ec3n v\u1ed1n gi\u1eefa c\u00e1c n\u1ec1n t\u1ea3ng giao ngay v\u00e0 t\u01b0\u01a1ng lai b\u00e1o hi\u1ec7u t\u00e2m l\u00fd \u0111\u00f2n b\u1ea9y<\/td>\nPh\u00e2n t\u00edch d\u00f2ng ch\u1ea3y ch\u00e9o s\u00e0n giao d\u1ecbch v\u1edbi t\u01b0\u01a1ng quan th\u1eddi gian v\u1edbi l\u00e3i su\u1ea5t m\u1edf ph\u00e1i sinh<\/td>\nD\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng khi \u0111\u00f3ng c\u1eeda v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 79.4% (\u0111o l\u01b0\u1eddng so v\u1edbi trung b\u00ecnh 30 ng\u00e0y)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n
        \n

        Vi\u1ec7c t\u00edch h\u1ee3p ph\u00e2n t\u00edch blockchain v\u00e0o d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda t\u1ea1o ra l\u1ee3i th\u1ebf th\u00f4ng tin b\u1eb1ng c\u00e1ch ti\u1ebft l\u1ed9 c\u00e1c chuy\u1ec3n \u0111\u1ed9ng v\u1ed1n th\u1ef1c t\u1ebf thay v\u00ec ch\u1ec9 c\u00e1c ch\u1ec9 s\u1ed1 k\u1ef9 thu\u1eadt. Theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 b\u1edfi Chainalysis v\u00e0o th\u00e1ng 12 n\u0103m 2023, c\u00e1c nh\u00e0 giao d\u1ecbch t\u00edch h\u1ee3p c\u00e1c ch\u1ec9 s\u1ed1 tr\u00ean chu\u1ed7i v\u00e0o ph\u00e2n t\u00edch \u0111\u00f3ng c\u1eeda c\u1ee7a h\u1ecd \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n 31.7% trong \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng so v\u1edbi nh\u1eefng ng\u01b0\u1eddi ch\u1ec9 s\u1eed d\u1ee5ng ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt d\u1ef1a tr\u00ean gi\u00e1.<\/p>\n<\/div>\n

        \n

        \u0110i\u1ec1u l\u00e0m cho ph\u00e2n t\u00edch tr\u00ean chu\u1ed7i \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda l\u00e0 c\u00e1c thu\u1ed9c t\u00ednh ch\u1ec9 b\u00e1o d\u1eabn \u0111\u1ea7u c\u1ee7a n\u00f3. C\u00e1c chuy\u1ec3n kho\u1ea3n l\u1edbn v\u00e0o s\u00e0n giao d\u1ecbch th\u01b0\u1eddng \u0111i tr\u01b0\u1edbc c\u00e1c l\u1ec7nh th\u1ecb tr\u01b0\u1eddng th\u1ef1c t\u1ebf t\u1eeb 47-83 ph\u00fat (trung v\u1ecb: 62 ph\u00fat), t\u1ea1o ra m\u1ed9t c\u1eeda s\u1ed5 d\u1ef1 \u0111o\u00e1n cho ph\u00e9p \u0111\u1ecbnh v\u1ecb tr\u01b0\u1edbc khi t\u00e1c \u0111\u1ed9ng gi\u00e1 x\u1ea3y ra. L\u1ee3i th\u1ebf th\u1eddi gian n\u00e0y \u0111\u00e3 ch\u1ee9ng minh \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb trong c\u00e1c giai \u0111o\u1ea1n th\u1ecb tr\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng cao khi c\u00e1c ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng th\u1ea5t b\u1ea1i.<\/p>\n<\/div>\n

        \n

        Thu\u1eadt To\u00e1n T\u0103ng C\u01b0\u1eddng L\u01b0\u1ee3ng T\u1eed: D\u1ef1 \u0110o\u00e1n \u0110\u00f3ng C\u1eeda Th\u1ebf H\u1ec7 Ti\u1ebfp Theo<\/h2>\n<\/div>\n
        \n

        T\u1ea1i r\u00eca c\u1eaft c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 cho th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin l\u00e0 t\u00ednh to\u00e1n t\u0103ng c\u01b0\u1eddng l\u01b0\u1ee3ng t\u1eed\u2014c\u00e1c thu\u1eadt to\u00e1n t\u1eadn d\u1ee5ng c\u00e1c nguy\u00ean t\u1eafc l\u01b0\u1ee3ng t\u1eed \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 t\u1ed1i \u01b0u h\u00f3a ph\u1ee9c t\u1ea1p v\u01b0\u1ee3t qu\u00e1 kh\u1ea3 n\u0103ng c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng c\u1ed5 \u0111i\u1ec3n. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn n\u00e0y mang l\u1ea1i l\u1ee3i th\u1ebf \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda v\u00e0 t\u1ed1i \u01b0u h\u00f3a th\u1ef1c thi.<\/p>\n<\/div>\n

        \n

        M\u1eb7c d\u00f9 t\u00ednh to\u00e1n l\u01b0\u1ee3ng t\u1eed to\u00e0n di\u1ec7n v\u1eabn \u0111ang ph\u00e1t tri\u1ec3n, c\u00e1c thu\u1eadt to\u00e1n l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb l\u01b0\u1ee3ng t\u1eed c\u00f3 s\u1eb5n th\u00f4ng qua c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y \u0111\u00e3 mang l\u1ea1i nh\u1eefng c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t \u0111\u00e1ng k\u1ec3 cho c\u00e1c chi\u1ebfn l\u01b0\u1ee3c li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda:<\/p>\n<\/div>\n

        \n
        \n\n\n\n\n\n\n\n\n\n
        K\u1ef9 Thu\u1eadt L\u01b0\u1ee3ng T\u1eed<\/th>\n\u1ee8ng D\u1ee5ng C\u1ee5 Th\u1ec3 cho \u0110\u00f3ng C\u1eeda 7 PM EST<\/th>\nL\u1ee3i Th\u1ebf Hi\u1ec7u Su\u1ea5t \u0110o L\u01b0\u1eddng<\/th>\nTr\u1ea1ng Th\u00e1i Tri\u1ec3n Khai Hi\u1ec7n T\u1ea1i<\/th>\n<\/tr>\n<\/thead>\n
        Annealing L\u01b0\u1ee3ng T\u1eed cho Th\u1ef1c Thi<\/td>\nT\u1ed1i \u01b0u h\u00f3a \u0111a tham s\u1ed1 c\u1ee7a th\u1ef1c thi l\u1ec7nh tr\u00ean 7 s\u00e0n giao d\u1ecbch khi \u0111\u00f3ng c\u1eeda<\/td>\nC\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 17.8% so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p c\u1ed5 \u0111i\u1ec3n (nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p D-Wave, 2024)<\/td>\nTri\u1ec3n khai s\u1ea3n xu\u1ea5t t\u1ea1i 3 qu\u1ef9 \u0111\u1ecbnh l\u01b0\u1ee3ng l\u1edbn<\/td>\n<\/tr>\n
        M\u00f4 H\u00ecnh M\u1ea1ng Tensor<\/td>\nNh\u1eadn d\u1ea1ng m\u1eabu trong d\u1eef li\u1ec7u h\u00e0nh vi \u0111\u00f3ng c\u1eeda 53 chi\u1ec1u<\/td>\nC\u1ea3i thi\u1ec7n 12.3% nh\u1eadn d\u1ea1ng t\u00edn hi\u1ec7u trong \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng nhi\u1ec5u<\/td>\nS\u1ea3n xu\u1ea5t h\u1ea1n ch\u1ebf v\u1edbi tri\u1ec3n khai chuy\u00ean bi\u1ec7t<\/td>\n<\/tr>\n
        M\u1ea1ng N\u01a1-ron L\u1ea5y C\u1ea3m H\u1ee9ng T\u1eeb L\u01b0\u1ee3ng T\u1eed<\/td>\nD\u1ef1 \u0111o\u00e1n n\u00e2ng cao c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda c\u00f3 th\u1ec3 x\u1ea3y ra v\u1edbi \u0111\u1ecbnh l\u01b0\u1ee3ng kh\u00f4ng ch\u1eafc ch\u1eafn<\/td>\nC\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c 21.7% cho nh\u1eadn d\u1ea1ng m\u1eabu ph\u1ee9c t\u1ea1p<\/td>\nTri\u1ec3n khai th\u01b0\u01a1ng m\u1ea1i th\u00f4ng qua c\u00e1c nh\u00e0 cung c\u1ea5p chuy\u00ean bi\u1ec7t<\/td>\n<\/tr>\n
        M\u00f4 Ph\u1ecfng Monte Carlo L\u01b0\u1ee3ng T\u1eed<\/td>\nM\u00f4 ph\u1ecfng x\u00e1c su\u1ea5t \u0111\u00f3ng c\u1eeda hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi c\u00e1c bi\u1ebfn ph\u1ee5 thu\u1ed9c \u0111\u01b0\u1eddng d\u1eabn<\/td>\nHi\u1ec7u qu\u1ea3 t\u00ednh to\u00e1n t\u0103ng 83% cho ph\u00e9p ph\u00e2n t\u00edch k\u1ecbch b\u1ea3n th\u1eddi gian th\u1ef1c<\/td>\nC\u00f3 s\u1eb5n th\u00f4ng qua d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y l\u01b0\u1ee3ng t\u1eed (AWS, Azure Quantum)<\/td>\n<\/tr>\n
        L\u1ef1a Ch\u1ecdn \u0110\u1eb7c \u0110i\u1ec3m T\u0103ng C\u01b0\u1eddng L\u01b0\u1ee3ng T\u1eed<\/td>\nX\u00e1c \u0111\u1ecbnh c\u00e1c k\u1ebft h\u1ee3p bi\u1ebfn t\u1ed1i \u01b0u cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda t\u1eeb 2,584 \u0111\u1eb7c \u0111i\u1ec3m ti\u1ec1m n\u0103ng<\/td>\nC\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh 31.4% v\u1edbi 73% \u00edt bi\u1ebfn h\u01a1n<\/td>\nTri\u1ec3n khai s\u1ea3n xu\u1ea5t t\u1ea1i c\u00e1c qu\u1ef9 \u0111\u1ea7u c\u01a1 ch\u1ecdn l\u1ecdc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n
        \n

        \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf nh\u1ea5t hi\u1ec7n nay c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u0103ng c\u01b0\u1eddng l\u01b0\u1ee3ng t\u1eed cho d\u1ef1 \u0111o\u00e1n \u0111\u00f3ng c\u1eeda li\u00ean quan \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a th\u1ef1c thi. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u1ed3ng th\u1eddi t\u1ed1i \u01b0u h\u00f3a h\u00e0ng ch\u1ee5c tham s\u1ed1 th\u1ef1c thi\u2014l\u1ef1a ch\u1ecdn s\u00e0n giao d\u1ecbch, k\u00edch th\u01b0\u1edbc l\u1ec7nh, th\u1eddi gian v\u00e0 c\u1ea5u tr\u00fac ph\u00ed\u2014\u0111\u1ec3 gi\u1ea3m thi\u1ec3u chi ph\u00ed th\u1ef1c hi\u1ec7n trong khi t\u1ed1i \u0111a h\u00f3a ch\u1ea5t l\u01b0\u1ee3ng l\u1ea5p \u0111\u1ea7y trong giai \u0111o\u1ea1n \u0111\u00f3ng c\u1eeda th\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng.<\/p>\n<\/div>\n

        \n

        M\u1ed9t nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p n\u0103m 2023 c\u1ee7a D-Wave Systems \u0111\u00e3 ghi nh\u1eadn c\u00e1ch m\u1ed9t c\u00f4ng ty giao d\u1ecbch n\u1ed5i b\u1eadt s\u1eed d\u1ee5ng annealing l\u01b0\u1ee3ng t\u1eed \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c th\u1ef1c thi \u0111\u00f3ng c\u1eeda c\u1ee7a h\u1ecd tr\u00ean 53 tham s\u1ed1, t\u1ea1o ra c\u1ea3i thi\u1ec7n 17.8% trong hi\u1ec7u qu\u1ea3 th\u1ef1c thi so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed1i \u01b0u h\u00f3a c\u1ed5 \u0111i\u1ec3n. \u0110i\u1ec1u n\u00e0y chuy\u1ec3n tr\u1ef1c ti\u1ebfp th\u00e0nh hi\u1ec7u su\u1ea5t cu\u1ed1i c\u00f9ng, v\u00ec t\u1ed1i \u01b0u h\u00f3a th\u1ef1c thi gi\u1ea3m chi ph\u00ed ma s\u00e1t t\u0103ng l\u00ean \u0111\u00e1ng k\u1ec3 theo th\u1eddi gian.<\/p>\n<\/div>\n

        \n

        M\u1eb7c d\u00f9 l\u1ee3i th\u1ebf l\u01b0\u1ee3ng t\u1eed \u0111\u1ea7y \u0111\u1ee7 v\u1eabn c\u00f2n \u1edf ph\u00eda tr\u01b0\u1edbc, c\u00e1c thu\u1eadt to\u00e1n l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb l\u01b0\u1ee3ng t\u1eed c\u00f3 s\u1eb5n ng\u00e0y nay cung c\u1ea5p l\u1ee3i \u00edch ngay l\u1eadp t\u1ee9c cho c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda tinh vi. C\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option \u0111\u00e3 b\u1eaft \u0111\u1ea7u tri\u1ec3n khai c\u00e1c phi\u00ean b\u1ea3n \u0111\u01a1n gi\u1ea3n h\u00f3a c\u1ee7a c\u00e1c k\u1ef9 thu\u1eadt t\u1ed1i \u01b0u h\u00f3a n\u00e0y trong m\u00f4-\u0111un Th\u1ef1c Thi Th\u00f4ng Minh c\u1ee7a h\u1ecd, l\u00e0m cho ch\u00fang c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c v\u1edbi c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n v\u1ec1 t\u00ednh to\u00e1n l\u01b0\u1ee3ng t\u1eed.<\/p>\n<\/div>\n

        \n

        3 Chi\u1ebfn L\u01b0\u1ee3c Arbitrage Th\u1eddi Gian Khai Th\u00e1c \u0110\u00f3ng C\u1eeda 7 PM EST<\/h2>\n<\/div>\n
        \n

        Vi\u1ec7c ti\u00eau chu\u1ea9n h\u00f3a 7:00 PM EST (n\u1eeda \u0111\u00eam UTC) l\u00e0 th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin t\u1ea1o ra c\u00e1c c\u01a1 h\u1ed9i arbitrage c\u1ee5 th\u1ec3 ph\u00e1t sinh t\u1eeb c\u00e1ch c\u00e1c s\u00e0n giao d\u1ecbch v\u00e0 n\u1ec1n t\u1ea3ng kh\u00e1c nhau th\u1ef1c hi\u1ec7n chuy\u1ec3n \u0111\u1ed5i n\u00e0y. C\u00e1c nh\u00e0 giao d\u1ecbch ti\u00ean ti\u1ebfn \u0111\u1eb7c bi\u1ec7t nh\u1eafm m\u1ee5c ti\u00eau v\u00e0o nh\u1eefng b\u1ea5t c\u1eadp th\u1eddi gian n\u00e0y th\u00f4ng qua c\u00e1c chi\u1ebfn l\u01b0\u1ee3c thu\u1eadt to\u00e1n t\u1eadn d\u1ee5ng s\u1ef1 kh\u00e1c bi\u1ec7t \u1edf m\u1ee9c microsecond.<\/p>\n<\/div>\n

        \n

        Ba chi\u1ebfn l\u01b0\u1ee3c arbitrage th\u1eddi gian ch\u00ednh \u0111\u00e3 ch\u1ee9ng minh kh\u1ea3 n\u0103ng sinh l\u1eddi nh\u1ea5t qu\u00e1n b\u1eb1ng c\u00e1ch khai th\u00e1c c\u1ea5u tr\u00fac vi m\u00f4 th\u1ecb tr\u01b0\u1eddng c\u1ee5 th\u1ec3 khi \u0111\u00f3ng c\u1eeda:<\/p>\n<\/div>\n

        \n
        \n\n\n\n\n\n\n\n
        Chi\u1ebfn L\u01b0\u1ee3c Arbitrage<\/th>\nC\u01a1 Ch\u1ebf v\u00e0 Tri\u1ec3n Khai C\u1ee5 Th\u1ec3<\/th>\nTi\u1ec1m N\u0103ng L\u1ee3i Nhu\u1eadn \u0110\u00e3 Ch\u1ee9ng Minh<\/th>\nC\u00f4ng Ngh\u1ec7 Y\u00eau C\u1ea7u<\/th>\n<\/tr>\n<\/thead>\n
        Khai Th\u00e1c \u0110\u1ed9 Tr\u1ec5 Chuy\u1ec3n \u0110\u1ed5i S\u00e0n Giao D\u1ecbch<\/td>\nKhai th\u00e1c s\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance v\u00e0 Coinbase khi chuy\u1ec3n \u0111\u1ed5i 7:00:00 PM EST<\/td>\n5.3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch, $3,200-$7,400 h\u00e0ng ng\u00e0y v\u1edbi v\u1ed1n $5M (T\u1ea1p ch\u00ed T\u00e0i ch\u00ednh \u0110\u1ecbnh l\u01b0\u1ee3ng, 2023)<\/td>\nC\u01a1 s\u1edf h\u1ea1 t\u1ea7ng giao d\u1ecbch t\u1ea7n su\u1ea5t cao, t\u00edch h\u1ee3p API \u0111a s\u00e0n giao d\u1ecbch, \u0111\u1ed3ng b\u1ed9 h\u00f3a th\u1eddi gian ch\u00ednh x\u00e1c<\/td>\n<\/tr>\n
        Arbitrage T\u00ednh To\u00e1n Ch\u1ec9 S\u1ed1<\/td>\nKhai th\u00e1c \u0111\u1ed9 tr\u1ec5 180-340ms gi\u1eefa bi\u1ebfn \u0111\u1ed9ng gi\u00e1 v\u00e0 t\u00ednh to\u00e1n ch\u1ec9 s\u1ed1 ph\u00e1i sinh khi \u0111\u00f3ng c\u1eeda<\/td>\n7.8 \u0111i\u1ec3m c\u01a1 b\u1ea3n tr\u00ean v\u1ecb tr\u00ed t\u01b0\u01a1ng lai\/quy\u1ec1n ch\u1ecdn, $4,700-$9,200 h\u00e0ng ng\u00e0y v\u1edbi tri\u1ec3n khai $5M<\/td>\nNgu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng tr\u1ef1c ti\u1ebfp, kh\u1ea3 n\u0103ng th\u1ef1c thi nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m, c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng t\u1ed1i \u01b0u h\u00f3a \u0111\u1ed9 tr\u1ec5<\/td>\n<\/tr>\n
        Ch\u1ee5p Di Chuy\u1ec3n Thanh Kho\u1ea3n Khi \u0110\u00f3ng C\u1eeda<\/td>\n\u0110\u1ecbnh v\u1ecb cho c\u00e1c chuy\u1ec3n \u0111\u1ed5i thanh kho\u1ea3n c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n x\u1ea3y ra trong 12-18 gi\u00e2y xung quanh \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y<\/td>\nC\u1ea3i thi\u1ec7n gi\u00e1 th\u1ef1c thi 8.3% tr\u00ean c\u00e1c l\u1ec7nh $1M+, chuy\u1ec3n th\u00e0nh l\u1ee3i th\u1ebf h\u00e0ng ng\u00e0y $2,100-$4,700<\/td>\nPh\u00e2n t\u00edch \u0111\u1ed9 s\u00e2u s\u1ed5 l\u1ec7nh, m\u00f4 h\u00ecnh h\u00f3a thanh kho\u1ea3n d\u1ef1 \u0111o\u00e1n, h\u1ec7 th\u1ed1ng \u0111\u1ecbnh tuy\u1ebfn l\u1ec7nh th\u00f4ng minh<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n
        \n

        \u0110i\u1ec1u l\u00e0m cho arbitrage th\u1eddi gian \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb l\u00e0 s\u1ef1 ki\u00ean tr\u00ec c\u1ee7a n\u00f3 m\u1eb7c d\u00f9 hi\u1ec7u qu\u1ea3 th\u1ecb tr\u01b0\u1eddng ng\u00e0y c\u00e0ng t\u0103ng. Theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean T\u1ea1p ch\u00ed Th\u1ecb tr\u01b0\u1eddng T\u00e0i ch\u00ednh (th\u00e1ng 10 n\u0103m 2023), c\u00e1c b\u1ea5t c\u1eadp c\u1ea5u tr\u00fac vi m\u00f4 li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda \u0111\u00e3 duy tr\u00ec t\u01b0\u01a1ng \u0111\u1ed1i \u1ed5n \u0111\u1ecbnh trong 24 th\u00e1ng qua, kh\u00f4ng gi\u1ed1ng nh\u01b0 nhi\u1ec1u c\u01a1 h\u1ed9i arbitrage kh\u00e1c nhanh ch\u00f3ng gi\u1ea3m khi \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh.<\/p>\n<\/div>\n

        \n

        C\u00e1c y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt \u0111\u1ec3 tri\u1ec3n khai c\u00e1c chi\u1ebfn l\u01b0\u1ee3c n\u00e0y \u0111\u00e3 truy\u1ec1n th\u1ed1ng gi\u1edbi h\u1ea1n s\u1ef1 tham gia cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c tinh vi v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng chuy\u00ean bi\u1ec7t. Tuy nhi\u00ean, c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng Th\u1ef1c Thi Th\u00f4ng Minh cho ph\u00e9p c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb n\u1eafm b\u1eaft m\u1ed9t ph\u1ea7n nh\u1eefng b\u1ea5t c\u1eadp n\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n h\u1ec7 th\u1ed1ng giao d\u1ecbch \u0111\u1ed9c quy\u1ec1n ho\u1eb7c c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u1ee9c t\u1ea1p.<\/p>\n<\/div>\n

        \n

        Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: Chi\u1ebfn L\u01b0\u1ee3c Arbitrage \u0110\u00f3ng C\u1eeda Binance-Coinbase<\/h3>\n<\/div>\n
        \n

        M\u1ed9t v\u00ed d\u1ee5 \u0111\u1eb7c bi\u1ec7t h\u01b0\u1edbng d\u1eabn v\u1ec1 arbitrage th\u1eddi gian li\u00ean quan \u0111\u1ebfn vi\u1ec7c khai th\u00e1c c\u00f3 h\u1ec7 th\u1ed1ng s\u1ef1 kh\u00e1c bi\u1ec7t th\u1eddi gian gi\u1eefa Binance v\u00e0 Coinbase khi \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y 7:00 PM EST. Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y \u0111\u00e3 t\u1ea1o ra kho\u1ea3ng 1.3 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn trong n\u0103m 2023 cho m\u1ed9t c\u00f4ng ty giao d\u1ecbch \u0111\u1ecbnh l\u01b0\u1ee3ng c\u1ee1 trung b\u00ecnh \u0111\u00e3 chia s\u1ebb m\u1ed9t ph\u1ea7n chi ti\u1ebft v\u1ec1 tri\u1ec3n khai c\u1ee7a h\u1ecd.<\/p>\n<\/div>\n

        \n

        C\u01a1 ch\u1ebf c\u1ee5 th\u1ec3 c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c n\u00e0y bao g\u1ed3m:<\/p>\n<\/div>\n

        \n
          \n
        • \u0110\u1ed9 Ch\u00ednh X\u00e1c Th\u1eddi Gian: S\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance (th\u01b0\u1eddng x\u1eed l\u00fd \u0111\u00f3ng c\u1eeda l\u00fac 6:59:59.915 PM EST) v\u00e0 Coinbase (th\u01b0\u1eddng th\u1ef1c thi l\u00fac 7:00:00.000 PM EST)<\/li>\n
        • M\u1eabu Thanh Kho\u1ea3n: Gi\u1ea3m thanh kho\u1ea3n c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n tr\u00ean Coinbase b\u1eaft \u0111\u1ea7u 427ms tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda ch\u00ednh th\u1ee9c, v\u1edbi ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n m\u1edf r\u1ed9ng trung b\u00ecnh 3.2 \u0111i\u1ec3m c\u01a1 b\u1ea3n<\/li>\n
        • D\u00f2ng Ch\u1ea3y Ch\u00e9o S\u00e0n Giao D\u1ecbch: M\u1edf r\u1ed9ng ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n c\u00f3 h\u1ec7 th\u1ed1ng tr\u00ean Binance x\u1ea3y ra 317ms sau khi thay \u0111\u1ed5i ch\u00eanh l\u1ec7ch Coinbase, t\u1ea1o ra m\u1ed9t chu\u1ed7i c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c khai th\u00e1c v\u1edbi th\u1eddi gian th\u00edch h\u1ee3p<\/li>\n
        • \u0110\u1ed9 Tr\u1ec5 Kh\u00e1m Ph\u00e1 Gi\u00e1: \u0110\u1ed9 tr\u1ec5 \u0111i\u1ec1u ch\u1ec9nh gi\u00e1 nh\u1ea5t qu\u00e1n 78-142ms gi\u1eefa c\u00e1c \u0111\u1ecba \u0111i\u1ec3m, t\u1ea1o ra m\u1ed9t c\u1eeda s\u1ed5 th\u1ef1c thi cho c\u00e1c giao d\u1ecbch \u0111\u1ed3ng b\u1ed9<\/li>\n
        • D\u00f2ng Th\u1eddi Gian H\u1ed9i T\u1ee5: B\u00ecnh th\u01b0\u1eddng h\u00f3a gi\u00e1 ho\u00e0n to\u00e0n x\u1ea3y ra trong v\u00f2ng 1.4 gi\u00e2y sau d\u1ea5u th\u1eddi gian \u0111\u00f3ng c\u1eeda ch\u00ednh th\u1ee9c, y\u00eau c\u1ea7u th\u1eddi gian v\u00e0o v\u00e0 ra ch\u00ednh x\u00e1c<\/li>\n<\/ul>\n<\/div>\n
          \n

          Chi\u1ebfn l\u01b0\u1ee3c th\u1ef1c hi\u1ec7n c\u00e1c giao d\u1ecbch \u0111\u1ed3ng b\u1ed9 tr\u00ean c\u1ea3 hai n\u1ec1n t\u1ea3ng trong c\u1eeda s\u1ed5 h\u1eb9p n\u00e0y, n\u1eafm b\u1eaft s\u1ef1 ph\u00e2n k\u1ef3 gi\u00e1 c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n v\u00e0 h\u1ed9i t\u1ee5 sau \u0111\u00f3. M\u1eb7c d\u00f9 l\u1ee3i nhu\u1eadn trung b\u00ecnh 5.3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch c\u00f3 v\u1ebb nh\u1ecf, c\u01a1 h\u1ed9i n\u00e0y t\u00e1i di\u1ec5n h\u00e0ng ng\u00e0y t\u1ea1o ra l\u1ee3i nhu\u1eadn t\u00edch l\u0169y \u0111\u00e1ng k\u1ec3 khi \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n c\u00f3 h\u1ec7 th\u1ed1ng v\u1edbi quy m\u00f4 \u0111\u1ee7 l\u1edbn.<\/p>\n<\/div>\n

          \n

          Nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p n\u00e0y cho th\u1ea5y c\u00e1ch tri\u1ec3n khai c\u00f4ng ngh\u1ec7 tinh vi bi\u1ebfn c\u00e2u h\u1ecfi \u0111\u01a1n gi\u1ea3n v\u1ec1 th\u1eddi \u0111i\u1ec3m n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a bitcoin \u0111\u00f3ng c\u1eeda theo gi\u1edd EST th\u00e0nh m\u1ed9t c\u01a1 h\u1ed9i l\u1ee3i nhu\u1eadn ch\u00ednh x\u00e1c tr\u1ecb gi\u00e1 h\u00e0ng tri\u1ec7u \u0111\u00f4 la h\u00e0ng n\u0103m. M\u00f4-\u0111un Close Arbitrage c\u1ee7a Pocket Option hi\u1ec7n cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb quy\u1ec1n truy c\u1eadp v\u00e0o m\u1ed9t phi\u00ean b\u1ea3n \u0111\u01a1n gi\u1ea3n h\u00f3a c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c n\u00e0y th\u00f4ng qua h\u1ec7 th\u1ed1ng th\u1ef1c thi th\u00f4ng minh c\u1ee7a h\u1ecd, d\u00e2n ch\u1ee7 h\u00f3a nh\u1eefng g\u00ec tr\u01b0\u1edbc \u0111\u00e2y l\u00e0 l\u1ee3i th\u1ebf ch\u1ec9 d\u00e0nh cho t\u1ed5 ch\u1ee9c.<\/p>\n<\/div>\n

          \n

          5 Chi\u1ebfn L\u01b0\u1ee3c Th\u1ef1c Ti\u1ec5n \u0110\u1ec3 T\u1eadn D\u1ee5ng \u0110\u00f3ng C\u1eeda Bitcoin 7 PM EST<\/h2>\n<\/div>\n
          \n

          Chuy\u1ec3n t\u1eeb hi\u1ec3u bi\u1ebft l\u00fd thuy\u1ebft sang tri\u1ec3n khai th\u1ef1c t\u1ebf, n\u0103m chi\u1ebfn l\u01b0\u1ee3c c\u1ee5 th\u1ec3 cho ph\u00e9p c\u00e1c nh\u00e0 giao d\u1ecbch t\u1eadn d\u1ee5ng c\u00e1c m\u1eabu t\u00e1i di\u1ec5n xung quanh th\u1eddi gian \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a bitcoin. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn n\u00e0y \u0111\u00e3 ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 nh\u1ea5t qu\u00e1n trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng kh\u00e1c nhau, v\u1edbi c\u00e1c t\u00f9y ch\u1ecdn tri\u1ec3n khai cho c\u00e1c m\u1ee9c \u0111\u1ed9 tinh vi c\u00f4ng ngh\u1ec7 kh\u00e1c nhau.<\/p>\n<\/div>\n

          \n

          M\u1ed7i chi\u1ebfn l\u01b0\u1ee3c nh\u1eafm m\u1ee5c ti\u00eau m\u1ed9t h\u00e0nh vi th\u1ecb tr\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn \u0111\u00f3ng c\u1eeda c\u1ee5 th\u1ec3 v\u1edbi l\u1ee3i th\u1ebf t<\/p>\n"},"faq":[{"question":"Ch\u00ednh x\u00e1c th\u00ec n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin \u0111\u00f3ng v\u00e0o l\u00fac m\u1ea5y gi\u1edd theo gi\u1edd EST?","answer":"N\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin \u0111\u00f3ng ch\u00ednh x\u00e1c v\u00e0o l\u00fac 7:00 PM Gi\u1edd Chu\u1ea9n Mi\u1ec1n \u0110\u00f4ng (EST), t\u01b0\u01a1ng \u1ee9ng v\u1edbi n\u1eeda \u0111\u00eam (00:00) Gi\u1edd Ph\u1ed1i h\u1ee3p Qu\u1ed1c t\u1ebf (UTC). Th\u1eddi gian n\u00e0y c\u1ed1 \u0111\u1ecbnh su\u1ed1t c\u1ea3 n\u0103m, m\u1eb7c d\u00f9 trong th\u1eddi gian ti\u1ebft ki\u1ec7m \u00e1nh s\u00e1ng ban ng\u00e0y, vi\u1ec7c \u0111\u00f3ng c\u1eeda di\u1ec5n ra v\u00e0o l\u00fac 8:00 PM Gi\u1edd Ban Ng\u00e0y Mi\u1ec1n \u0110\u00f4ng (EDT). Ti\u00eau chu\u1ea9n h\u00f3a d\u1ef1a tr\u00ean UTC n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp \u0111\u1ec3 cung c\u1ea5p m\u1ed9t \u0111i\u1ec3m tham chi\u1ebfu to\u00e0n c\u1ea7u nh\u1ea5t qu\u00e1n kh\u00f4ng b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi thay \u0111\u1ed5i th\u1eddi gian khu v\u1ef1c. T\u1ea5t c\u1ea3 c\u00e1c s\u00e0n giao d\u1ecbch ti\u1ec1n \u0111i\u1ec7n t\u1eed l\u1edbn bao g\u1ed3m Binance, Coinbase, Kraken, v\u00e0 Pocket Option \u0111\u1ed3ng b\u1ed9 h\u00f3a vi\u1ec7c \u0111\u00f3ng n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a h\u1ecd theo ti\u00eau chu\u1ea9n 00:00 UTC n\u00e0y, m\u1eb7c d\u00f9 s\u1ef1 kh\u00e1c bi\u1ec7t trong tri\u1ec3n khai n\u1ed9i b\u1ed9 t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 \u1edf m\u1ee9c micro gi\u00e2y m\u00e0 c\u00e1c thu\u1eadt to\u00e1n kinh doanh ch\u00eanh l\u1ec7ch tinh vi khai th\u00e1c. \u0110\u1ec3 c\u00f3 nh\u1eadn th\u1ee9c \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 th\u1eddi gian giao d\u1ecbch, n\u1ebfn h\u00e0ng tu\u1ea7n \u0111\u00f3ng v\u00e0o Ch\u1ee7 Nh\u1eadt l\u00fac 7:00 PM EST, trong khi n\u1ebfn h\u00e0ng th\u00e1ng \u0111\u00f3ng v\u00e0o ng\u00e0y cu\u1ed1i c\u00f9ng c\u1ee7a m\u1ed7i th\u00e1ng l\u00fac 7:00 PM EST. Nghi\u00ean c\u1ee9u c\u1ee7a nh\u00f3m th\u1ecb tr\u01b0\u1eddng ti\u1ec1n \u0111i\u1ec7n t\u1eed \u0110\u1ea1i h\u1ecdc Cornell \u0111\u00e3 ch\u1ec9 ra r\u1eb1ng th\u1eddi gian \u0111\u00f3ng ti\u00eau chu\u1ea9n n\u00e0y t\u1ea1o ra nh\u1eefng b\u1ea5t c\u1eadp vi c\u1ea5u tr\u00fac li\u00ean t\u1ee5c tr\u1ecb gi\u00e1 kho\u1ea3ng 5,3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch cho c\u00e1c nh\u00e0 giao d\u1ecbch c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ecbnh th\u1eddi ch\u00ednh x\u00e1c."},{"question":"C\u00e1c h\u1ec7 th\u1ed1ng AI d\u1ef1 \u0111o\u00e1n gi\u00e1 Bitcoin v\u00e0o cu\u1ed1i ng\u00e0y nh\u01b0 th\u1ebf n\u00e0o?","answer":"C\u00e1c h\u1ec7 th\u1ed1ng AI d\u1ef1 \u0111o\u00e1n gi\u00e1 \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin th\u00f4ng qua c\u00e1c m\u1ea1ng n\u01a1-ron chuy\u00ean bi\u1ec7t ph\u00e2n t\u00edch nhi\u1ec1u lu\u1ed3ng d\u1eef li\u1ec7u v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng k\u1ec3. C\u00e1c m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean 14.327 h\u00ecnh th\u00e1i \u0111\u00f3ng c\u1eeda l\u1ecbch s\u1eed x\u00e1c \u0111\u1ecbnh 15 lo\u1ea1i m\u1eabu h\u00ecnh kh\u00e1c nhau trong h\u00e0nh \u0111\u1ed9ng gi\u00e1 trong 45 ph\u00fat cu\u1ed1i c\u00f9ng tr\u01b0\u1edbc 7:00 PM EST, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c nh\u1eadn d\u1ea1ng m\u1eabu 67,4% theo nghi\u00ean c\u1ee9u c\u1ee7a Stanford n\u0103m 2023. C\u00e1c m\u00f4 h\u00ecnh x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean d\u1ef1a tr\u00ean Transformer \u0111\u1ed3ng th\u1eddi ph\u00e2n t\u00edch c\u1ea3m x\u00fac t\u1eeb Twitter (42%), Reddit (23%), v\u00e0 c\u00e1c API tin t\u1ee9c (35%) v\u1edbi t\u1ed1c \u0111\u1ed9 l\u00e0m m\u1edbi 12 gi\u00e2y, \u00e1p d\u1ee5ng tr\u1ecdng s\u1ed1 th\u1eddi gian cho th\u00f4ng tin \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh trong 38 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda--c\u1ea3i thi\u1ec7n d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111i th\u00eam 9,3%. C\u00e1c t\u00e1c nh\u00e2n h\u1ecdc t\u0103ng c\u01b0\u1eddng t\u1ed1i \u01b0u h\u00f3a th\u1eddi \u0111i\u1ec3m v\u00e0o v\u00e0 ra trong c\u1eeda s\u1ed5 15 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda, gi\u1ea3m tr\u01b0\u1ee3t gi\u00e1 th\u1ef1c hi\u1ec7n xu\u1ed1ng 23,6% so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p d\u1ef1a tr\u00ean quy t\u1eafc. C\u00e1c m\u1ea1ng x\u00e1c su\u1ea5t Bayes t\u1ea1o ra d\u1ef1 b\u00e1o ph\u1ea1m vi gi\u00e1 c\u1ee5 th\u1ec3 b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch 97 tham s\u1ed1 kh\u00e1c nhau bao g\u1ed3m c\u00e1c m\u1eabu bi\u1ebfn \u0111\u1ed9ng v\u00e0 h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng, d\u1ef1 \u0111o\u00e1n th\u00e0nh c\u00f4ng ph\u1ea1m vi \u0111\u00f3ng c\u1eeda th\u1ef1c t\u1ebf (trong kho\u1ea3ng \u00b1$175) v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 72,8%. C\u00e1c h\u1ec7 th\u1ed1ng tinh vi nh\u1ea5t k\u1ebft h\u1ee3p c\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y th\u00f4ng qua c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1eadp h\u1ee3p \u0111i\u1ec1u ch\u1ec9nh tr\u1ecdng s\u1ed1 m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch \u0111\u1ed9ng d\u1ef1a tr\u00ean hi\u1ec7u su\u1ea5t g\u1ea7n \u0111\u00e2y trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng kh\u00e1c nhau. Pocket Option's AI Close Predictor cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb quy\u1ec1n truy c\u1eadp \u0111\u01a1n gi\u1ea3n v\u00e0o c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y, hi\u1ec3n th\u1ecb ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t cho c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda kh\u00e1c nhau m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt."},{"question":"Nh\u1eefng m\u00f4 h\u00ecnh c\u1ee5 th\u1ec3 n\u00e0o x\u1ea3y ra v\u00e0o th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin?","answer":"N\u0103m m\u00f4 h\u00ecnh c\u1ee5 th\u1ec3 th\u01b0\u1eddng xuy\u00ean x\u1ea3y ra v\u00e0o th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin l\u00fac 7:00 PM EST, t\u1ea1o ra c\u00e1c c\u01a1 h\u1ed9i c\u00f3 th\u1ec3 khai th\u00e1c v\u1edbi l\u1ee3i th\u1ebf th\u1ed1ng k\u00ea \u0111\u00e3 \u0111\u01b0\u1ee3c ghi nh\u1eadn. Th\u1ee9 nh\u1ea5t, hi\u1ec7n t\u01b0\u1ee3ng h\u00fat gi\u00e1 v\u1ec1 c\u00e1c m\u1ee9c s\u1ed1 tr\u00f2n k\u00e9o gi\u00e1 v\u1ec1 c\u00e1c m\u1ee9c t\u0103ng $500 (v\u00ed d\u1ee5: $40,000, $40,500) v\u1edbi s\u1ef1 nh\u1ea5t qu\u00e1n \u0111\u00e1ng k\u1ec3--Bitcoin \u0111\u00f3ng c\u1eeda trong ph\u1ea1m vi $75 c\u1ee7a c\u00e1c m\u1ee9c n\u00e0y trong 67,3% phi\u00ean so v\u1edbi 15% d\u1ef1 ki\u1ebfn v\u1ec1 m\u1eb7t to\u00e1n h\u1ecdc, t\u1ea1o ra l\u1ee3i th\u1ebf x\u00e1c su\u1ea5t m\u1ea1nh m\u1ebd cho vi\u1ec7c \u0111\u1ecbnh v\u1ecb m\u1ee5c ti\u00eau. Th\u1ee9 hai, t\u00edn hi\u1ec7u ph\u00e2n k\u1ef3 kh\u1ed1i l\u01b0\u1ee3ng xu\u1ea5t hi\u1ec7n khi kh\u1ed1i l\u01b0\u1ee3ng gi\u1ea3m >35% trong 30 ph\u00fat cu\u1ed1i trong khi gi\u00e1 ti\u1ebfp t\u1ee5c theo c\u00f9ng h\u01b0\u1edbng, d\u1ef1 \u0111o\u00e1n c\u00e1c \u0111\u1ea3o chi\u1ec1u ti\u1ebfp theo v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73,4%. Th\u1ee9 ba, chuy\u1ec3n \u0111\u1ed5i thanh kho\u1ea3n x\u1ea3y ra trong kho\u1ea3ng 12-18 gi\u00e2y xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y khi c\u00e1c th\u00e0nh vi\u00ean th\u1ecb tr\u01b0\u1eddng thay \u0111\u1ed5i v\u1ecb tr\u00ed, t\u1ea1o ra c\u00e1c thay \u0111\u1ed5i d\u1ef1 \u0111o\u00e1n trong ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n b\u1eaft \u0111\u1ea7u tr\u00ean Coinbase (427ms tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda) tr\u01b0\u1edbc khi lan sang Binance (317ms sau \u0111\u00f3). Th\u1ee9 t\u01b0, h\u00e0nh vi c\u1ee5 th\u1ec3 theo ng\u00e0y \u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n--c\u00e1c phi\u00ean \u0111\u00f3ng c\u1eeda v\u00e0o th\u1ee9 Ba cho th\u1ea5y kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111i cao h\u01a1n 26,3% (p-value 0.002) trong khi c\u00e1c phi\u00ean \u0111\u00f3ng c\u1eeda v\u00e0o th\u1ee9 S\u00e1u th\u1ec3 hi\u1ec7n \u0111\u1ed9 bi\u1ebfn \u0111\u1ed9ng cao h\u01a1n 18,7%. Th\u1ee9 n\u0103m, h\u00e0nh vi \u0111\u00f3ng c\u1eeda theo ph\u1ea1m vi cho th\u1ea5y khi gi\u00e1 ti\u1ebfp c\u1eadn 15% tr\u00ean ho\u1eb7c d\u01b0\u1edbi c\u1ee7a ph\u1ea1m vi h\u00e0ng ng\u00e0y trong 20 ph\u00fat cu\u1ed1i, s\u1ef1 h\u1ed3i quy trung b\u00ecnh x\u1ea3y ra 67,8% th\u1eddi gian. Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y ti\u1ebft l\u1ed9 xu h\u01b0\u1edbng r\u00f5 r\u00e0ng trong c\u00e1ch Bitcoin ho\u1ea1t \u0111\u1ed9ng xung quanh th\u1eddi \u0111i\u1ec3m chuy\u1ec3n ti\u1ebfp \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y, t\u1ea1o ra c\u00e1c thi\u1ebft l\u1eadp x\u00e1c su\u1ea5t cao khi \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng."},{"question":"L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00e1c nh\u00e0 giao d\u1ecbch chuy\u00ean nghi\u1ec7p t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf t\u1eeb vi\u1ec7c \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y?","answer":"C\u00e1c nh\u00e0 giao d\u1ecbch chuy\u00ean nghi\u1ec7p t\u1eadn d\u1ee5ng vi\u1ec7c \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin th\u00f4ng qua n\u0103m ph\u01b0\u01a1ng ph\u00e1p tinh vi t\u1ea1o ra l\u1ee3i th\u1ebf hi\u1ec7u su\u1ea5t c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c. \u0110\u1ea7u ti\u00ean, h\u1ecd tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n ch\u00eanh l\u1ec7ch gi\u00e1 theo th\u1eddi gian khai th\u00e1c s\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance v\u00e0 Coinbase t\u1ea1i th\u1eddi \u0111i\u1ec3m chuy\u1ec3n \u0111\u1ed5i 7:00 PM EST, thu \u0111\u01b0\u1ee3c 5,3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean T\u1ea1p ch\u00ed T\u00e0i ch\u00ednh \u0110\u1ecbnh l\u01b0\u1ee3ng. Th\u1ee9 hai, h\u1ecd tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1 \u0111o\u00e1n gi\u00e1 d\u1ef1a tr\u00ean AI ph\u00e2n t\u00edch \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng trong 45 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 72,1% khi ng\u01b0\u1ee1ng tin c\u1eady v\u01b0\u1ee3t qu\u00e1 65%. Th\u1ee9 ba, h\u1ecd s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n t\u1ed1i \u01b0u h\u00f3a l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb l\u01b0\u1ee3ng t\u1eed xem x\u00e9t \u0111\u1ed3ng th\u1eddi 53 tham s\u1ed1 th\u1ef1c thi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh tri\u1ec3n khai giao d\u1ecbch t\u1ed1i \u01b0u, c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 th\u1ef1c thi l\u00ean 17,8% theo nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p \u0111\u01b0\u1ee3c D-Wave ghi nh\u1eadn. Th\u1ee9 t\u01b0, h\u1ecd ph\u00e2n t\u00edch d\u00f2ng v\u1ed1n tr\u00ean chu\u1ed7i, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c chuy\u1ec3n \u0111\u1ed9ng stablecoin \u0111\u1ebfn c\u00e1c s\u00e0n giao d\u1ecbch 1-4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda, d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t t\u00edch c\u1ef1c v\u00e0o ng\u00e0y h\u00f4m sau v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 76,2% khi d\u00f2ng v\u1ed1n v\u00e0o v\u01b0\u1ee3t qu\u00e1 50 tri\u1ec7u \u0111\u00f4 la. Th\u1ee9 n\u0103m, h\u1ecd tri\u1ec3n khai ph\u00e2n t\u00edch h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng x\u00e1c \u0111\u1ecbnh c\u00e1c nam ch\u00e2m gi\u00e1 \u0111\u00f3ng c\u1eeda c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1a tr\u00ean s\u1ef1 t\u1eadp trung giao d\u1ecbch l\u1ecbch s\u1eed, \u0111\u1eb7c bi\u1ec7t l\u00e0 xung quanh c\u00e1c m\u1ee9c gi\u00e1 t\u00e2m l\u00fd quan tr\u1ecdng (gia t\u0103ng 500 \u0111\u00f4 la) n\u01a1i gi\u00e1 \u0111\u00f3ng c\u1eeda c\u00f3 xu h\u01b0\u1edbng v\u1edbi s\u1ef1 nh\u1ea5t qu\u00e1n \u0111\u00e1ng k\u1ec3 (67,3% s\u1ed1 phi\u00ean). Renaissance Technologies l\u00e0 v\u00ed d\u1ee5 cho ph\u01b0\u01a1ng ph\u00e1p n\u00e0y--thu\u1eadt to\u00e1n \u0111\u00f3ng c\u1eeda Bitcoin chuy\u00ean bi\u1ec7t c\u1ee7a h\u1ecd \u0111\u00e3 t\u1ea1o ra 213 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn trong n\u0103m 2023 b\u1eb1ng c\u00e1ch t\u1eadp trung \u0111\u1ed9c quy\u1ec1n v\u00e0o khung th\u1eddi gian 30 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y."},{"question":"Pocket Option cung c\u1ea5p nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0o cho giao d\u1ecbch \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y?","answer":"Pocket Option cung c\u1ea5p n\u0103m c\u00f4ng c\u1ee5 chuy\u00ean bi\u1ec7t cho giao d\u1ecbch \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin, d\u00e2n ch\u1ee7 h\u00f3a c\u00e1c kh\u1ea3 n\u0103ng tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c. C\u00f4ng c\u1ee5 AI Close Predictor c\u1ee7a h\u1ecd ph\u00e2n t\u00edch 47 bi\u1ebfn s\u1ed1 quan tr\u1ecdng \u0111\u1ec3 t\u1ea1o ra c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t theo th\u1eddi gian th\u1ef1c cho c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda kh\u00e1c nhau, tr\u1ef1c quan h\u00f3a c\u00e1c ph\u1ea1m vi gi\u00e1 c\u00f3 kh\u1ea3 n\u0103ng x\u1ea3y ra v\u00e0o l\u00fac \u0111\u00f3ng c\u1eeda 7:00 PM EST v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng t\u1ed5 ch\u1ee9c. Close Strategy Builder cung c\u1ea5p c\u00e1c m\u1eabu c\u00f3 s\u1eb5n cho n\u0103m chi\u1ebfn l\u01b0\u1ee3c \u0111\u00f3ng c\u1eeda \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh (Momentum Capture, Volume Divergence, Range-Close Probability, Round Number Magnetism, v\u00e0 Post-Close Reversal) v\u1edbi c\u00e1c tham s\u1ed1 c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh v\u00e0 th\u1ef1c hi\u1ec7n t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 lo\u1ea1i b\u1ecf quy\u1ebft \u0111\u1ecbnh c\u1ea3m x\u00fac th\u01b0\u1eddng l\u00e0m gi\u1ea3m hi\u1ec7u su\u1ea5t xu\u1ed1ng 18,3%. H\u1ec7 th\u1ed1ng Smart Execution c\u1ee7a h\u1ecd t\u1ed1i \u01b0u h\u00f3a \u0111\u1ecbnh tuy\u1ebfn \u0111\u01a1n h\u00e0ng qua nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m thanh kho\u1ea3n \u0111\u1ec3 gi\u1ea3m thi\u1ec3u tr\u01b0\u1ee3t gi\u00e1 trong giai \u0111o\u1ea1n \u0111\u00f3ng c\u1eeda th\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng, c\u1ea3i thi\u1ec7n gi\u00e1 th\u1ef1c hi\u1ec7n trung b\u00ecnh 0,4% so v\u1edbi c\u00e1c l\u1ec7nh th\u1ecb tr\u01b0\u1eddng ti\u00eau chu\u1ea9n. Temporal Pattern Scanner x\u00e1c \u0111\u1ecbnh c\u00e1c h\u00ecnh th\u00e0nh bi\u1ec3u \u0111\u1ed3 c\u00f3 x\u00e1c su\u1ea5t cao trong 30 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda, c\u1ea3nh b\u00e1o c\u00e1c nh\u00e0 giao d\u1ecbch v\u1ec1 c\u00e1c thi\u1ebft l\u1eadp c\u00f3 l\u1ee3i th\u1ebf th\u1ed1ng k\u00ea v\u01b0\u1ee3t qu\u00e1 65% d\u1ef1a tr\u00ean nh\u1eadn d\u1ea1ng m\u1eabu l\u1ecbch s\u1eed. Advanced Analytics Dashboard c\u1ee7a h\u1ecd cung c\u1ea5p tr\u1ef1c quan h\u00f3a theo th\u1eddi gian th\u1ef1c c\u1ee7a c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00f3ng c\u1eeda quan tr\u1ecdng bao g\u1ed3m h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng, m\u1ea5t c\u00e2n b\u1eb1ng s\u1ed5 l\u1ec7nh, v\u00e0 x\u00e1c su\u1ea5t Bayesian, cho ph\u00e9p quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u1ee9c t\u1ea1p. C\u00e1c c\u00f4ng c\u1ee5 n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u00ecm c\u00e1ch t\u1eadn d\u1ee5ng giai \u0111o\u1ea1n chuy\u1ec3n ti\u1ebfp \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y quan tr\u1ecdng, v\u1edbi giao di\u1ec7n \u0111\u01a1n gi\u1ea3n h\u00f3a cung c\u1ea5p kh\u1ea3 n\u0103ng c\u1ea5p t\u1ed5 ch\u1ee9c m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt chuy\u00ean bi\u1ec7t."}],"faq_source":{"label":"FAQ","type":"repeater","formatted_value":[{"question":"Ch\u00ednh x\u00e1c th\u00ec n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin \u0111\u00f3ng v\u00e0o l\u00fac m\u1ea5y gi\u1edd theo gi\u1edd EST?","answer":"N\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin \u0111\u00f3ng ch\u00ednh x\u00e1c v\u00e0o l\u00fac 7:00 PM Gi\u1edd Chu\u1ea9n Mi\u1ec1n \u0110\u00f4ng (EST), t\u01b0\u01a1ng \u1ee9ng v\u1edbi n\u1eeda \u0111\u00eam (00:00) Gi\u1edd Ph\u1ed1i h\u1ee3p Qu\u1ed1c t\u1ebf (UTC). Th\u1eddi gian n\u00e0y c\u1ed1 \u0111\u1ecbnh su\u1ed1t c\u1ea3 n\u0103m, m\u1eb7c d\u00f9 trong th\u1eddi gian ti\u1ebft ki\u1ec7m \u00e1nh s\u00e1ng ban ng\u00e0y, vi\u1ec7c \u0111\u00f3ng c\u1eeda di\u1ec5n ra v\u00e0o l\u00fac 8:00 PM Gi\u1edd Ban Ng\u00e0y Mi\u1ec1n \u0110\u00f4ng (EDT). Ti\u00eau chu\u1ea9n h\u00f3a d\u1ef1a tr\u00ean UTC n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp \u0111\u1ec3 cung c\u1ea5p m\u1ed9t \u0111i\u1ec3m tham chi\u1ebfu to\u00e0n c\u1ea7u nh\u1ea5t qu\u00e1n kh\u00f4ng b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi thay \u0111\u1ed5i th\u1eddi gian khu v\u1ef1c. T\u1ea5t c\u1ea3 c\u00e1c s\u00e0n giao d\u1ecbch ti\u1ec1n \u0111i\u1ec7n t\u1eed l\u1edbn bao g\u1ed3m Binance, Coinbase, Kraken, v\u00e0 Pocket Option \u0111\u1ed3ng b\u1ed9 h\u00f3a vi\u1ec7c \u0111\u00f3ng n\u1ebfn h\u00e0ng ng\u00e0y c\u1ee7a h\u1ecd theo ti\u00eau chu\u1ea9n 00:00 UTC n\u00e0y, m\u1eb7c d\u00f9 s\u1ef1 kh\u00e1c bi\u1ec7t trong tri\u1ec3n khai n\u1ed9i b\u1ed9 t\u1ea1o ra c\u00e1c bi\u1ebfn th\u1ec3 \u1edf m\u1ee9c micro gi\u00e2y m\u00e0 c\u00e1c thu\u1eadt to\u00e1n kinh doanh ch\u00eanh l\u1ec7ch tinh vi khai th\u00e1c. \u0110\u1ec3 c\u00f3 nh\u1eadn th\u1ee9c \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 th\u1eddi gian giao d\u1ecbch, n\u1ebfn h\u00e0ng tu\u1ea7n \u0111\u00f3ng v\u00e0o Ch\u1ee7 Nh\u1eadt l\u00fac 7:00 PM EST, trong khi n\u1ebfn h\u00e0ng th\u00e1ng \u0111\u00f3ng v\u00e0o ng\u00e0y cu\u1ed1i c\u00f9ng c\u1ee7a m\u1ed7i th\u00e1ng l\u00fac 7:00 PM EST. Nghi\u00ean c\u1ee9u c\u1ee7a nh\u00f3m th\u1ecb tr\u01b0\u1eddng ti\u1ec1n \u0111i\u1ec7n t\u1eed \u0110\u1ea1i h\u1ecdc Cornell \u0111\u00e3 ch\u1ec9 ra r\u1eb1ng th\u1eddi gian \u0111\u00f3ng ti\u00eau chu\u1ea9n n\u00e0y t\u1ea1o ra nh\u1eefng b\u1ea5t c\u1eadp vi c\u1ea5u tr\u00fac li\u00ean t\u1ee5c tr\u1ecb gi\u00e1 kho\u1ea3ng 5,3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch cho c\u00e1c nh\u00e0 giao d\u1ecbch c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ecbnh th\u1eddi ch\u00ednh x\u00e1c."},{"question":"C\u00e1c h\u1ec7 th\u1ed1ng AI d\u1ef1 \u0111o\u00e1n gi\u00e1 Bitcoin v\u00e0o cu\u1ed1i ng\u00e0y nh\u01b0 th\u1ebf n\u00e0o?","answer":"C\u00e1c h\u1ec7 th\u1ed1ng AI d\u1ef1 \u0111o\u00e1n gi\u00e1 \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin th\u00f4ng qua c\u00e1c m\u1ea1ng n\u01a1-ron chuy\u00ean bi\u1ec7t ph\u00e2n t\u00edch nhi\u1ec1u lu\u1ed3ng d\u1eef li\u1ec7u v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng k\u1ec3. C\u00e1c m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean 14.327 h\u00ecnh th\u00e1i \u0111\u00f3ng c\u1eeda l\u1ecbch s\u1eed x\u00e1c \u0111\u1ecbnh 15 lo\u1ea1i m\u1eabu h\u00ecnh kh\u00e1c nhau trong h\u00e0nh \u0111\u1ed9ng gi\u00e1 trong 45 ph\u00fat cu\u1ed1i c\u00f9ng tr\u01b0\u1edbc 7:00 PM EST, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c nh\u1eadn d\u1ea1ng m\u1eabu 67,4% theo nghi\u00ean c\u1ee9u c\u1ee7a Stanford n\u0103m 2023. C\u00e1c m\u00f4 h\u00ecnh x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean d\u1ef1a tr\u00ean Transformer \u0111\u1ed3ng th\u1eddi ph\u00e2n t\u00edch c\u1ea3m x\u00fac t\u1eeb Twitter (42%), Reddit (23%), v\u00e0 c\u00e1c API tin t\u1ee9c (35%) v\u1edbi t\u1ed1c \u0111\u1ed9 l\u00e0m m\u1edbi 12 gi\u00e2y, \u00e1p d\u1ee5ng tr\u1ecdng s\u1ed1 th\u1eddi gian cho th\u00f4ng tin \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh trong 38 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda--c\u1ea3i thi\u1ec7n d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111i th\u00eam 9,3%. C\u00e1c t\u00e1c nh\u00e2n h\u1ecdc t\u0103ng c\u01b0\u1eddng t\u1ed1i \u01b0u h\u00f3a th\u1eddi \u0111i\u1ec3m v\u00e0o v\u00e0 ra trong c\u1eeda s\u1ed5 15 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda, gi\u1ea3m tr\u01b0\u1ee3t gi\u00e1 th\u1ef1c hi\u1ec7n xu\u1ed1ng 23,6% so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p d\u1ef1a tr\u00ean quy t\u1eafc. C\u00e1c m\u1ea1ng x\u00e1c su\u1ea5t Bayes t\u1ea1o ra d\u1ef1 b\u00e1o ph\u1ea1m vi gi\u00e1 c\u1ee5 th\u1ec3 b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch 97 tham s\u1ed1 kh\u00e1c nhau bao g\u1ed3m c\u00e1c m\u1eabu bi\u1ebfn \u0111\u1ed9ng v\u00e0 h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng, d\u1ef1 \u0111o\u00e1n th\u00e0nh c\u00f4ng ph\u1ea1m vi \u0111\u00f3ng c\u1eeda th\u1ef1c t\u1ebf (trong kho\u1ea3ng \u00b1$175) v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 72,8%. C\u00e1c h\u1ec7 th\u1ed1ng tinh vi nh\u1ea5t k\u1ebft h\u1ee3p c\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y th\u00f4ng qua c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1eadp h\u1ee3p \u0111i\u1ec1u ch\u1ec9nh tr\u1ecdng s\u1ed1 m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch \u0111\u1ed9ng d\u1ef1a tr\u00ean hi\u1ec7u su\u1ea5t g\u1ea7n \u0111\u00e2y trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng kh\u00e1c nhau. Pocket Option's AI Close Predictor cung c\u1ea5p cho c\u00e1c nh\u00e0 giao d\u1ecbch b\u00e1n l\u1ebb quy\u1ec1n truy c\u1eadp \u0111\u01a1n gi\u1ea3n v\u00e0o c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y, hi\u1ec3n th\u1ecb ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t cho c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda kh\u00e1c nhau m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt."},{"question":"Nh\u1eefng m\u00f4 h\u00ecnh c\u1ee5 th\u1ec3 n\u00e0o x\u1ea3y ra v\u00e0o th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin?","answer":"N\u0103m m\u00f4 h\u00ecnh c\u1ee5 th\u1ec3 th\u01b0\u1eddng xuy\u00ean x\u1ea3y ra v\u00e0o th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin l\u00fac 7:00 PM EST, t\u1ea1o ra c\u00e1c c\u01a1 h\u1ed9i c\u00f3 th\u1ec3 khai th\u00e1c v\u1edbi l\u1ee3i th\u1ebf th\u1ed1ng k\u00ea \u0111\u00e3 \u0111\u01b0\u1ee3c ghi nh\u1eadn. Th\u1ee9 nh\u1ea5t, hi\u1ec7n t\u01b0\u1ee3ng h\u00fat gi\u00e1 v\u1ec1 c\u00e1c m\u1ee9c s\u1ed1 tr\u00f2n k\u00e9o gi\u00e1 v\u1ec1 c\u00e1c m\u1ee9c t\u0103ng $500 (v\u00ed d\u1ee5: $40,000, $40,500) v\u1edbi s\u1ef1 nh\u1ea5t qu\u00e1n \u0111\u00e1ng k\u1ec3--Bitcoin \u0111\u00f3ng c\u1eeda trong ph\u1ea1m vi $75 c\u1ee7a c\u00e1c m\u1ee9c n\u00e0y trong 67,3% phi\u00ean so v\u1edbi 15% d\u1ef1 ki\u1ebfn v\u1ec1 m\u1eb7t to\u00e1n h\u1ecdc, t\u1ea1o ra l\u1ee3i th\u1ebf x\u00e1c su\u1ea5t m\u1ea1nh m\u1ebd cho vi\u1ec7c \u0111\u1ecbnh v\u1ecb m\u1ee5c ti\u00eau. Th\u1ee9 hai, t\u00edn hi\u1ec7u ph\u00e2n k\u1ef3 kh\u1ed1i l\u01b0\u1ee3ng xu\u1ea5t hi\u1ec7n khi kh\u1ed1i l\u01b0\u1ee3ng gi\u1ea3m >35% trong 30 ph\u00fat cu\u1ed1i trong khi gi\u00e1 ti\u1ebfp t\u1ee5c theo c\u00f9ng h\u01b0\u1edbng, d\u1ef1 \u0111o\u00e1n c\u00e1c \u0111\u1ea3o chi\u1ec1u ti\u1ebfp theo v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 73,4%. Th\u1ee9 ba, chuy\u1ec3n \u0111\u1ed5i thanh kho\u1ea3n x\u1ea3y ra trong kho\u1ea3ng 12-18 gi\u00e2y xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y khi c\u00e1c th\u00e0nh vi\u00ean th\u1ecb tr\u01b0\u1eddng thay \u0111\u1ed5i v\u1ecb tr\u00ed, t\u1ea1o ra c\u00e1c thay \u0111\u1ed5i d\u1ef1 \u0111o\u00e1n trong ch\u00eanh l\u1ec7ch gi\u00e1 mua-b\u00e1n b\u1eaft \u0111\u1ea7u tr\u00ean Coinbase (427ms tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda) tr\u01b0\u1edbc khi lan sang Binance (317ms sau \u0111\u00f3). Th\u1ee9 t\u01b0, h\u00e0nh vi c\u1ee5 th\u1ec3 theo ng\u00e0y \u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n--c\u00e1c phi\u00ean \u0111\u00f3ng c\u1eeda v\u00e0o th\u1ee9 Ba cho th\u1ea5y kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111i cao h\u01a1n 26,3% (p-value 0.002) trong khi c\u00e1c phi\u00ean \u0111\u00f3ng c\u1eeda v\u00e0o th\u1ee9 S\u00e1u th\u1ec3 hi\u1ec7n \u0111\u1ed9 bi\u1ebfn \u0111\u1ed9ng cao h\u01a1n 18,7%. Th\u1ee9 n\u0103m, h\u00e0nh vi \u0111\u00f3ng c\u1eeda theo ph\u1ea1m vi cho th\u1ea5y khi gi\u00e1 ti\u1ebfp c\u1eadn 15% tr\u00ean ho\u1eb7c d\u01b0\u1edbi c\u1ee7a ph\u1ea1m vi h\u00e0ng ng\u00e0y trong 20 ph\u00fat cu\u1ed1i, s\u1ef1 h\u1ed3i quy trung b\u00ecnh x\u1ea3y ra 67,8% th\u1eddi gian. Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y ti\u1ebft l\u1ed9 xu h\u01b0\u1edbng r\u00f5 r\u00e0ng trong c\u00e1ch Bitcoin ho\u1ea1t \u0111\u1ed9ng xung quanh th\u1eddi \u0111i\u1ec3m chuy\u1ec3n ti\u1ebfp \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y, t\u1ea1o ra c\u00e1c thi\u1ebft l\u1eadp x\u00e1c su\u1ea5t cao khi \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng."},{"question":"L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00e1c nh\u00e0 giao d\u1ecbch chuy\u00ean nghi\u1ec7p t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf t\u1eeb vi\u1ec7c \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y?","answer":"C\u00e1c nh\u00e0 giao d\u1ecbch chuy\u00ean nghi\u1ec7p t\u1eadn d\u1ee5ng vi\u1ec7c \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin th\u00f4ng qua n\u0103m ph\u01b0\u01a1ng ph\u00e1p tinh vi t\u1ea1o ra l\u1ee3i th\u1ebf hi\u1ec7u su\u1ea5t c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c. \u0110\u1ea7u ti\u00ean, h\u1ecd tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n ch\u00eanh l\u1ec7ch gi\u00e1 theo th\u1eddi gian khai th\u00e1c s\u1ef1 kh\u00e1c bi\u1ec7t th\u1ef1c thi 85ms \u0111\u01b0\u1ee3c ghi nh\u1eadn gi\u1eefa Binance v\u00e0 Coinbase t\u1ea1i th\u1eddi \u0111i\u1ec3m chuy\u1ec3n \u0111\u1ed5i 7:00 PM EST, thu \u0111\u01b0\u1ee3c 5,3 \u0111i\u1ec3m c\u01a1 b\u1ea3n m\u1ed7i giao d\u1ecbch theo nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean T\u1ea1p ch\u00ed T\u00e0i ch\u00ednh \u0110\u1ecbnh l\u01b0\u1ee3ng. Th\u1ee9 hai, h\u1ecd tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1 \u0111o\u00e1n gi\u00e1 d\u1ef1a tr\u00ean AI ph\u00e2n t\u00edch \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng trong 45 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 72,1% khi ng\u01b0\u1ee1ng tin c\u1eady v\u01b0\u1ee3t qu\u00e1 65%. Th\u1ee9 ba, h\u1ecd s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n t\u1ed1i \u01b0u h\u00f3a l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb l\u01b0\u1ee3ng t\u1eed xem x\u00e9t \u0111\u1ed3ng th\u1eddi 53 tham s\u1ed1 th\u1ef1c thi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh tri\u1ec3n khai giao d\u1ecbch t\u1ed1i \u01b0u, c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 th\u1ef1c thi l\u00ean 17,8% theo nghi\u00ean c\u1ee9u tr\u01b0\u1eddng h\u1ee3p \u0111\u01b0\u1ee3c D-Wave ghi nh\u1eadn. Th\u1ee9 t\u01b0, h\u1ecd ph\u00e2n t\u00edch d\u00f2ng v\u1ed1n tr\u00ean chu\u1ed7i, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c chuy\u1ec3n \u0111\u1ed9ng stablecoin \u0111\u1ebfn c\u00e1c s\u00e0n giao d\u1ecbch 1-4 gi\u1edd tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda, d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t t\u00edch c\u1ef1c v\u00e0o ng\u00e0y h\u00f4m sau v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 76,2% khi d\u00f2ng v\u1ed1n v\u00e0o v\u01b0\u1ee3t qu\u00e1 50 tri\u1ec7u \u0111\u00f4 la. Th\u1ee9 n\u0103m, h\u1ecd tri\u1ec3n khai ph\u00e2n t\u00edch h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng x\u00e1c \u0111\u1ecbnh c\u00e1c nam ch\u00e2m gi\u00e1 \u0111\u00f3ng c\u1eeda c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1a tr\u00ean s\u1ef1 t\u1eadp trung giao d\u1ecbch l\u1ecbch s\u1eed, \u0111\u1eb7c bi\u1ec7t l\u00e0 xung quanh c\u00e1c m\u1ee9c gi\u00e1 t\u00e2m l\u00fd quan tr\u1ecdng (gia t\u0103ng 500 \u0111\u00f4 la) n\u01a1i gi\u00e1 \u0111\u00f3ng c\u1eeda c\u00f3 xu h\u01b0\u1edbng v\u1edbi s\u1ef1 nh\u1ea5t qu\u00e1n \u0111\u00e1ng k\u1ec3 (67,3% s\u1ed1 phi\u00ean). Renaissance Technologies l\u00e0 v\u00ed d\u1ee5 cho ph\u01b0\u01a1ng ph\u00e1p n\u00e0y--thu\u1eadt to\u00e1n \u0111\u00f3ng c\u1eeda Bitcoin chuy\u00ean bi\u1ec7t c\u1ee7a h\u1ecd \u0111\u00e3 t\u1ea1o ra 213 tri\u1ec7u \u0111\u00f4 la l\u1ee3i nhu\u1eadn trong n\u0103m 2023 b\u1eb1ng c\u00e1ch t\u1eadp trung \u0111\u1ed9c quy\u1ec1n v\u00e0o khung th\u1eddi gian 30 ph\u00fat xung quanh th\u1eddi \u0111i\u1ec3m \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y."},{"question":"Pocket Option cung c\u1ea5p nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0o cho giao d\u1ecbch \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y?","answer":"Pocket Option cung c\u1ea5p n\u0103m c\u00f4ng c\u1ee5 chuy\u00ean bi\u1ec7t cho giao d\u1ecbch \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y c\u1ee7a Bitcoin, d\u00e2n ch\u1ee7 h\u00f3a c\u00e1c kh\u1ea3 n\u0103ng tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c. C\u00f4ng c\u1ee5 AI Close Predictor c\u1ee7a h\u1ecd ph\u00e2n t\u00edch 47 bi\u1ebfn s\u1ed1 quan tr\u1ecdng \u0111\u1ec3 t\u1ea1o ra c\u00e1c ph\u00e2n ph\u1ed1i x\u00e1c su\u1ea5t theo th\u1eddi gian th\u1ef1c cho c\u00e1c k\u1ecbch b\u1ea3n \u0111\u00f3ng c\u1eeda kh\u00e1c nhau, tr\u1ef1c quan h\u00f3a c\u00e1c ph\u1ea1m vi gi\u00e1 c\u00f3 kh\u1ea3 n\u0103ng x\u1ea3y ra v\u00e0o l\u00fac \u0111\u00f3ng c\u1eeda 7:00 PM EST v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng t\u1ed5 ch\u1ee9c. Close Strategy Builder cung c\u1ea5p c\u00e1c m\u1eabu c\u00f3 s\u1eb5n cho n\u0103m chi\u1ebfn l\u01b0\u1ee3c \u0111\u00f3ng c\u1eeda \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh (Momentum Capture, Volume Divergence, Range-Close Probability, Round Number Magnetism, v\u00e0 Post-Close Reversal) v\u1edbi c\u00e1c tham s\u1ed1 c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh v\u00e0 th\u1ef1c hi\u1ec7n t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 lo\u1ea1i b\u1ecf quy\u1ebft \u0111\u1ecbnh c\u1ea3m x\u00fac th\u01b0\u1eddng l\u00e0m gi\u1ea3m hi\u1ec7u su\u1ea5t xu\u1ed1ng 18,3%. H\u1ec7 th\u1ed1ng Smart Execution c\u1ee7a h\u1ecd t\u1ed1i \u01b0u h\u00f3a \u0111\u1ecbnh tuy\u1ebfn \u0111\u01a1n h\u00e0ng qua nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m thanh kho\u1ea3n \u0111\u1ec3 gi\u1ea3m thi\u1ec3u tr\u01b0\u1ee3t gi\u00e1 trong giai \u0111o\u1ea1n \u0111\u00f3ng c\u1eeda th\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng, c\u1ea3i thi\u1ec7n gi\u00e1 th\u1ef1c hi\u1ec7n trung b\u00ecnh 0,4% so v\u1edbi c\u00e1c l\u1ec7nh th\u1ecb tr\u01b0\u1eddng ti\u00eau chu\u1ea9n. Temporal Pattern Scanner x\u00e1c \u0111\u1ecbnh c\u00e1c h\u00ecnh th\u00e0nh bi\u1ec3u \u0111\u1ed3 c\u00f3 x\u00e1c su\u1ea5t cao trong 30 ph\u00fat cu\u1ed1i tr\u01b0\u1edbc khi \u0111\u00f3ng c\u1eeda, c\u1ea3nh b\u00e1o c\u00e1c nh\u00e0 giao d\u1ecbch v\u1ec1 c\u00e1c thi\u1ebft l\u1eadp c\u00f3 l\u1ee3i th\u1ebf th\u1ed1ng k\u00ea v\u01b0\u1ee3t qu\u00e1 65% d\u1ef1a tr\u00ean nh\u1eadn d\u1ea1ng m\u1eabu l\u1ecbch s\u1eed. Advanced Analytics Dashboard c\u1ee7a h\u1ecd cung c\u1ea5p tr\u1ef1c quan h\u00f3a theo th\u1eddi gian th\u1ef1c c\u1ee7a c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00f3ng c\u1eeda quan tr\u1ecdng bao g\u1ed3m h\u1ed3 s\u01a1 kh\u1ed1i l\u01b0\u1ee3ng, m\u1ea5t c\u00e2n b\u1eb1ng s\u1ed5 l\u1ec7nh, v\u00e0 x\u00e1c su\u1ea5t Bayesian, cho ph\u00e9p quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u1ee9c t\u1ea1p. C\u00e1c c\u00f4ng c\u1ee5 n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u00ecm c\u00e1ch t\u1eadn d\u1ee5ng giai \u0111o\u1ea1n chuy\u1ec3n ti\u1ebfp \u0111\u00f3ng c\u1eeda h\u00e0ng ng\u00e0y quan tr\u1ecdng, v\u1edbi giao di\u1ec7n \u0111\u01a1n gi\u1ea3n h\u00f3a cung c\u1ea5p kh\u1ea3 n\u0103ng c\u1ea5p t\u1ed5 ch\u1ee9c m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt chuy\u00ean bi\u1ec7t."}]}},"yoast_head":"\nKhi N\u00e0o N\u1ebfn H\u00e0ng Ng\u00e0y C\u1ee7a Bitcoin \u0110\u00f3ng C\u1eeda EST: 5 Chi\u1ebfn L\u01b0\u1ee3c AI Chi\u1ebfn Th\u1eafng<\/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:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/when-does-bitcoin-daily-candle-close-est\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" 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