{"id":477034,"date":"2023-08-09T09:06:26","date_gmt":"2023-08-09T09:06:26","guid":{"rendered":""},"modified":"2023-09-05T11:13:54","modified_gmt":"2023-09-05T11:13:54","slug":"edge-analytics","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/edge-analytics\/","title":{"rendered":"Ph\u00e2n t\u00edch c\u1ea1nh"},"content":{"rendered":"<p>Ph\u00e2n t\u00edch bi\u00ean \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1ch ti\u1ebfp c\u1eadn x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1edf \u201cc\u1ea1nh\u201d c\u1ee7a m\u1ea1ng, g\u1ea7n v\u1edbi ngu\u1ed3n d\u1eef li\u1ec7u. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y cho ph\u00e9p ph\u00e2n t\u00edch v\u00e0 ph\u1ea3n h\u1ed3i theo th\u1eddi gian th\u1ef1c, cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c t\u1eadn d\u1ee5ng nh\u1eefng hi\u1ec3u bi\u1ebft t\u1ee9c th\u1eddi \u0111\u1ec3 c\u1ea3i thi\u1ec7n vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<h2>Ngu\u1ed3n g\u1ed1c v\u00e0 s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a Edge Analytics<\/h2>\n<p>Kh\u00e1i ni\u1ec7m ph\u00e2n t\u00edch bi\u00ean xu\u1ea5t hi\u1ec7n v\u00e0o gi\u1eefa nh\u1eefng n\u0103m 2010, c\u00f9ng v\u1edbi s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb Internet of Things (IoT). Khi c\u00e1c thi\u1ebft b\u1ecb n\u00e0y t\u1ea1o ra l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, c\u00e1ch ti\u1ebfp c\u1eadn t\u1eadp trung v\u00e0o \u0111\u00e1m m\u00e2y truy\u1ec1n th\u1ed1ng ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c trong vi\u1ec7c x\u1eed l\u00fd, ph\u00e2n t\u00edch v\u00e0 s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 d\u1eef li\u1ec7u n\u00e0y trong th\u1eddi gian th\u1ef1c. Do \u0111\u00f3, kh\u00e1i ni\u1ec7m x\u1eed l\u00fd d\u1eef li\u1ec7u g\u1ea7n ngu\u1ed3n c\u1ee7a n\u00f3, t\u1ee9c l\u00e0 \u1edf &#039;bi\u00ean&#039; c\u1ee7a m\u1ea1ng, \u0111\u00e3 ra \u0111\u1eddi.<\/p>\n<h2>T\u00ecm hi\u1ec3u Edge Analytics: Kh\u00e1m ph\u00e1 chi ti\u1ebft<\/h2>\n<p>Ph\u00e2n t\u00edch bi\u00ean s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n AI v\u00e0 Machine Learning (ML) ti\u00ean ti\u1ebfn \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ea1i th\u1eddi \u0111i\u1ec3m t\u1ea1o d\u1eef li\u1ec7u. \u0110\u00f3 l\u00e0 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn phi t\u1eadp trung gi\u00fap gi\u1ea3m nhu c\u1ea7u truy\u1ec1n l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u th\u00f4 qua m\u1ea1ng, gi\u1ea3m thi\u1ec3u \u0111\u1ed9 tr\u1ec5 v\u00e0 cho ph\u00e9p h\u00e0nh \u0111\u1ed9ng ngay l\u1eadp t\u1ee9c d\u1ef1a tr\u00ean nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc c\u00f3 \u0111\u01b0\u1ee3c.<\/p>\n<p>C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u1eb7c bi\u1ec7t c\u00f3 l\u1ee3i trong c\u00e1c t\u00ecnh hu\u1ed1ng m\u00e0 t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 tr\u1ec5 l\u00e0 r\u1ea5t quan tr\u1ecdng. N\u00f3 c\u0169ng l\u00e0m gi\u1ea3m c\u0103ng th\u1eb3ng cho t\u00e0i nguy\u00ean m\u1ea1ng v\u00ec ch\u1ec9 nh\u1eefng d\u1eef li\u1ec7u li\u00ean quan, \u0111\u00e3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd m\u1edbi c\u1ea7n \u0111\u01b0\u1ee3c truy\u1ec1n \u0111i \u0111\u1ec3 ph\u00e2n t\u00edch ho\u1eb7c l\u01b0u tr\u1eef th\u00eam.<\/p>\n<h2>Ho\u1ea1t \u0111\u1ed9ng b\u00ean trong c\u1ee7a Edge Analytics<\/h2>\n<p>V\u1ec1 b\u1ea3n ch\u1ea5t, ph\u00e2n t\u00edch bi\u00ean ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch tri\u1ec3n khai c\u00e1c c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n ph\u00e2n t\u00edch tr\u1ef1c ti\u1ebfp tr\u00ean c\u00e1c thi\u1ebft b\u1ecb t\u1ea1o d\u1eef li\u1ec7u ho\u1eb7c m\u00e1y ch\u1ee7 c\u1ee5c b\u1ed9, thay v\u00ec truy\u1ec1n t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u th\u00f4 \u0111\u1ebfn m\u00e1y ch\u1ee7 trung t\u00e2m ho\u1eb7c \u0111\u00e1m m\u00e2y \u0111\u1ec3 ph\u00e2n t\u00edch.<\/p>\n<ol>\n<li>T\u1ea1o d\u1eef li\u1ec7u: C\u00e1c thi\u1ebft b\u1ecb ho\u1eb7c c\u1ea3m bi\u1ebfn IoT t\u1ea1o ra d\u1eef li\u1ec7u.<\/li>\n<li>X\u1eed l\u00fd c\u1ee5c b\u1ed9: D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd c\u1ee5c b\u1ed9 ngay l\u1eadp t\u1ee9c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch bi\u00ean.<\/li>\n<li>Ph\u00e2n t\u00edch: C\u00e1c thu\u1eadt to\u00e1n AI v\u00e0 ph\u00e2n t\u00edch n\u00e2ng cao ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00e3 x\u1eed l\u00fd theo th\u1eddi gian th\u1ef1c.<\/li>\n<li>H\u00e0nh \u0111\u1ed9ng: H\u00e0nh \u0111\u1ed9ng ngay l\u1eadp t\u1ee9c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n d\u1ef1a tr\u00ean nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc thu \u0111\u01b0\u1ee3c m\u00e0 kh\u00f4ng c\u00f3 b\u1ea5t k\u1ef3 s\u1ef1 ch\u1eadm tr\u1ec5 \u0111\u00e1ng k\u1ec3 n\u00e0o.<\/li>\n<li>Truy\u1ec1n t\u1ea3i: Sau \u0111\u00f3, ch\u1ec9 nh\u1eefng d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft ho\u1eb7c c\u00f3 li\u00ean quan m\u1edbi \u0111\u01b0\u1ee3c g\u1eedi qua m\u1ea1ng \u0111\u1ebfn m\u00e1y ch\u1ee7 trung t\u00e2m ho\u1eb7c \u0111\u00e1m m\u00e2y \u0111\u1ec3 s\u1eed d\u1ee5ng ti\u1ebfp.<\/li>\n<\/ol>\n<h2>C\u00e1c t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a Edge Analytics<\/h2>\n<ol>\n<li>Ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c: Khi qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch di\u1ec5n ra t\u1ea1i ngu\u1ed3n d\u1eef li\u1ec7u, n\u00f3 cho ph\u00e9p hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u00e0 h\u00e0nh \u0111\u1ed9ng ngay l\u1eadp t\u1ee9c.<\/li>\n<li>Gi\u1ea3m \u0111\u1ed9 tr\u1ec5: B\u1eb1ng c\u00e1ch gi\u1ea3m thi\u1ec3u nhu c\u1ea7u truy\u1ec1n d\u1eef li\u1ec7u tr\u01b0\u1edbc khi ph\u00e2n t\u00edch, ph\u00e2n t\u00edch bi\u00ean gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 \u0111\u1ed9 tr\u1ec5.<\/li>\n<li>Hi\u1ec7u qu\u1ea3 m\u1ea1ng: N\u00f3 gi\u1ea3m thi\u1ec3u t\u1eafc ngh\u1ebdn m\u1ea1ng b\u1eb1ng c\u00e1ch gi\u1ea3m kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ea7n truy\u1ec1n.<\/li>\n<li>B\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0: X\u1eed l\u00fd d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n t\u00ednh b\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0 v\u00ec th\u00f4ng tin nh\u1ea1y c\u1ea3m kh\u00f4ng c\u1ea7n ph\u1ea3i g\u1eedi qua m\u1ea1ng.<\/li>\n<\/ol>\n<h2>C\u00e1c lo\u1ea1i ph\u00e2n t\u00edch bi\u00ean<\/h2>\n<p>Ch\u1ee7 y\u1ebfu c\u00f3 hai lo\u1ea1i Edge Analytics:<\/p>\n<ol>\n<li><strong>Ph\u00e2n t\u00edch c\u1ea1nh \u01b0u ti\u00ean:<\/strong> C\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u1edf r\u00eca m\u1ea1ng \u0111\u1ec3 th\u1ea5y tr\u01b0\u1edbc k\u1ebft qu\u1ea3 v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng ph\u00f2ng ng\u1eeba.<\/li>\n<li><strong>Ph\u00e2n t\u00edch bi\u00ean th\u1eddi gian th\u1ef1c:<\/strong> Ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u1edf r\u00eca m\u1ea1ng \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft t\u1ee9c th\u1eddi.<\/li>\n<\/ol>\n<table>\n<thead>\n<tr>\n<th>Ki\u1ec3u<\/th>\n<th>\u0110\u1eb7c tr\u01b0ng<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Ph\u00e2n t\u00edch c\u1ea1nh \u01b0u ti\u00ean<\/td>\n<td>S\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n, h\u00e0nh \u0111\u1ed9ng ph\u00f2ng ng\u1eeba<\/td>\n<\/tr>\n<tr>\n<td>Ph\u00e2n t\u00edch bi\u00ean th\u1eddi gian th\u1ef1c<\/td>\n<td>Cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft t\u1ee9c th\u1eddi<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u1ee8ng d\u1ee5ng v\u00e0 th\u00e1ch th\u1ee9c c\u1ee7a Edge Analytics<\/h2>\n<p>Ph\u00e2n t\u00edch bi\u00ean \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ng\u00e0y c\u00e0ng nhi\u1ec1u trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 s\u1ea3n xu\u1ea5t, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, v\u1eadn t\u1ea3i, b\u00e1n l\u1ebb, v.v. N\u00f3 cho ph\u00e9p gi\u00e1m s\u00e1t v\u00e0 ra quy\u1ebft \u0111\u1ecbnh theo th\u1eddi gian th\u1ef1c, c\u00f3 th\u1ec3 n\u00e2ng cao \u0111\u00e1ng k\u1ec3 hi\u1ec7u qu\u1ea3 v\u00e0 k\u1ebft qu\u1ea3.<\/p>\n<p>Tuy nhi\u00ean, ph\u00e2n t\u00edch bi\u00ean \u0111\u1eb7t ra m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u1ea3m b\u1ea3o b\u1ea3o m\u1eadt d\u1eef li\u1ec7u \u1edf bi\u00ean v\u00e0 qu\u1ea3n l\u00fd vi\u1ec7c t\u00edch h\u1ee3p ph\u00e2n t\u00edch bi\u00ean v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng t\u1eadp trung, truy\u1ec1n th\u1ed1ng. C\u00e1c gi\u1ea3i ph\u00e1p bao g\u1ed3m c\u00e1c giao th\u1ee9c b\u1ea3o m\u1eadt nghi\u00eam ng\u1eb7t \u1edf bi\u00ean v\u00e0 s\u1eed d\u1ee5ng c\u00e1c n\u1ec1n t\u1ea3ng \u0111i\u1ec7n to\u00e1n bi\u00ean c\u00f3 th\u1ec3 t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng hi\u1ec7n c\u00f3.<\/p>\n<h2>Edge Analytics v\u00e0 c\u00e1c \u0111i\u1ec1u kho\u1ea3n t\u01b0\u01a1ng t\u1ef1<\/h2>\n<p>Ph\u00e2n t\u00edch bi\u00ean th\u01b0\u1eddng \u0111\u01b0\u1ee3c so s\u00e1nh v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00e1c nh\u01b0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 \u0111i\u1ec7n to\u00e1n s\u01b0\u01a1ng m\u00f9. \u0110\u00e2y l\u00e0 m\u1ed9t so s\u00e1nh ng\u1eafn g\u1ecdn:<\/p>\n<table>\n<thead>\n<tr>\n<th>Thu\u1eadt ng\u1eef<\/th>\n<th>V\u1ecb tr\u00ed x\u1eed l\u00fd d\u1eef li\u1ec7u<\/th>\n<th>T\u1ed1c \u0111\u1ed9<\/th>\n<th>T\u1ea3i m\u1ea1ng<\/th>\n<th>B\u1ea3o v\u1ec7<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Ph\u00e2n t\u00edch c\u1ea1nh<\/td>\n<td>T\u1ea1i ngu\u1ed3n d\u1eef li\u1ec7u<\/td>\n<td>Cao<\/td>\n<td>Th\u1ea5p<\/td>\n<td>Cao<\/td>\n<\/tr>\n<tr>\n<td>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/td>\n<td>M\u00e1y ch\u1ee7 t\u1eadp trung<\/td>\n<td>Trung b\u00ecnh<\/td>\n<td>Cao<\/td>\n<td>Trung b\u00ecnh<\/td>\n<\/tr>\n<tr>\n<td>M\u00e1y t\u00ednh s\u01b0\u01a1ng m\u00f9<\/td>\n<td>Bi\u00ean c\u1ee7a m\u1ea1ng v\u00e0 m\u00e1y ch\u1ee7 t\u1eadp trung<\/td>\n<td>Trung b\u00ecnh<\/td>\n<td>Trung b\u00ecnh<\/td>\n<td>Trung b\u00ecnh<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Tri\u1ec3n v\u1ecdng t\u01b0\u01a1ng lai c\u1ee7a Edge Analytics<\/h2>\n<p>Ph\u00e2n t\u00edch bi\u00ean, v\u1edbi h\u1ee9a h\u1eb9n x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u00e0 gi\u1ea3m c\u0103ng th\u1eb3ng m\u1ea1ng, s\u1eb5n s\u00e0ng \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong t\u01b0\u01a1ng lai c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Khi IoT ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 5G v\u00e0 AI ti\u1ebfn b\u1ed9, c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 kh\u1ea3 n\u0103ng ti\u1ec1m n\u0103ng c\u1ee7a ph\u00e2n t\u00edch bi\u00ean s\u1ebd t\u0103ng theo c\u1ea5p s\u1ed1 nh\u00e2n.<\/p>\n<h2>M\u00e1y ch\u1ee7 proxy v\u00e0 ph\u00e2n t\u00edch bi\u00ean<\/h2>\n<p>M\u00e1y ch\u1ee7 proxy c\u00f3 th\u1ec3 \u0111\u00f3ng m\u1ed9t vai tr\u00f2 trong b\u1ed1i c\u1ea3nh ph\u00e2n t\u00edch bi\u00ean b\u1eb1ng c\u00e1ch cung c\u1ea5p m\u1ed9t l\u1edbp b\u1ea3o m\u1eadt v\u00e0 ki\u1ec3m so\u00e1t. Ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 qu\u1ea3n l\u00fd lu\u1ed3ng d\u1eef li\u1ec7u gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb bi\u00ean v\u00e0 m\u1ea1ng, ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u n\u00e0o \u0111\u01b0\u1ee3c g\u1eedi v\u00e0 \u0111\u1ea3m b\u1ea3o truy\u1ec1n an to\u00e0n. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong c\u00e1c t\u00ecnh hu\u1ed1ng c\u00f3 li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m.<\/p>\n<h2>Li\u00ean k\u1ebft li\u00ean quan<\/h2>\n<p>\u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 Edge Analytics, h\u00e3y tham kh\u1ea3o c\u00e1c t\u00e0i nguy\u00ean sau:<\/p>\n<ol>\n<li><a href=\"https:\/\/www.ibm.com\/cloud\/learn\/edge-analytics\" target=\"_new\" rel=\"noopener nofollow\">Ph\u00e2n t\u00edch bi\u00ean: N\u00f3 l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao n\u00f3 quan tr\u1ecdng<\/a><\/li>\n<li><a href=\"https:\/\/www.gartner.com\/en\/information-technology\/insights\/edge-analytics\" target=\"_new\" rel=\"noopener nofollow\">H\u01b0\u1edbng d\u1eabn t\u00ecm hi\u1ec3u Edge Analytics<\/a><\/li>\n<li><a href=\"https:\/\/www.datamation.com\/cloud\/edge-computing-vs-cloud-computing.html\" target=\"_new\" rel=\"noopener nofollow\">\u0110i\u1ec7n to\u00e1n bi\u00ean so v\u1edbi \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a><\/li>\n<li><a href=\"https:\/\/www.forbes.com\/sites\/forbestechcouncil\/2020\/05\/20\/the-future-of-edge-analytics\/?sh=56a51e8423cd\" target=\"_new\" rel=\"noopener nofollow\">T\u01b0\u01a1ng lai c\u1ee7a Edge Analytics<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/vn\/blog\/role-of-proxy-servers-in-edge-analytics\/\" target=\"_new\" rel=\"noopener\">Kh\u00e1m ph\u00e1 vai tr\u00f2 c\u1ee7a m\u00e1y ch\u1ee7 proxy trong Edge Analytics<\/a><\/li>\n<\/ol>","protected":false},"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477034","wiki","type-wiki","status-publish","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Edge Analytics: Unleashing the Power of Data at its Origin<\/mark>","faq_items":[{"question":"What is Edge Analytics?","answer":"<p>Edge analytics refers to the method of processing and analyzing data at the 'edge' of the network, close to the data source. It allows for real-time insights, enabling efficient and instantaneous decision-making.<\/p>"},{"question":"When did the concept of Edge Analytics originate?","answer":"<p>The concept of Edge Analytics emerged around the mid-2010s with the rise of the Internet of Things (IoT) devices. As these devices produced massive data, the need for processing and analyzing the data close to its source, or the 'edge' of the network, came into existence.<\/p>"},{"question":"How does Edge Analytics work?","answer":"<p>Edge analytics works by deploying data processing tools and analytics algorithms directly on data-producing devices or local servers. This approach eliminates the need to transmit all raw data to a central server or cloud for analysis, thus reducing latency and allowing immediate action based on real-time insights.<\/p>"},{"question":"What are the key features of Edge Analytics?","answer":"<p>Key features of Edge Analytics include real-time analysis, reduced latency, network efficiency, and improved security and privacy. By analyzing data at its source, Edge Analytics provides immediate insights, minimizes network congestion, and ensures that sensitive data isn't sent over the network.<\/p>"},{"question":"What are the types of Edge Analytics?","answer":"<p>The two main types of Edge Analytics are Pre-emptive Edge Analytics, where predictive models are used at the edge of the network, and Real-time Edge Analytics, which provides instantaneous insights.<\/p>"},{"question":"What are the applications and challenges of Edge Analytics?","answer":"<p>Edge Analytics finds use in a variety of sectors like manufacturing, healthcare, transportation, and retail, facilitating real-time monitoring and decision-making. Challenges involve ensuring data security at the edge and managing integration with traditional systems. Solutions often involve rigorous security protocols and the use of edge computing platforms.<\/p>"},{"question":"How does Edge Analytics compare with similar terms like Cloud Computing and Fog Computing?","answer":"<p>Edge Analytics, Cloud Computing, and Fog Computing differ mainly in terms of data processing location, speed, network load, and security. Edge Analytics processes data at its source, ensuring high speed, low network load, and high security.<\/p>"},{"question":"What is the future of Edge Analytics?","answer":"<p>As IoT, 5G, and AI technologies advance, the potential applications and capabilities of Edge Analytics are set to increase exponentially. It is poised to play a crucial role in the future of data analytics, providing real-time data processing and reducing network strain.<\/p>"},{"question":"How can Proxy Servers be used in Edge Analytics?","answer":"<p>Proxy servers can add a layer of security and control in an Edge Analytics context. They can manage data flow between edge devices and the network, controlling what data is sent and ensuring secure transmission. This can be particularly useful when handling sensitive data.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/477034","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/477034\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=477034"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}