\ub9ac\uc2a4\ud06c \uad00\ub9ac: \uc2dc\uc7a5\uc758 \ud2b9\uc815 \ubaa9\ud45c\uc640 \ub9ac\uc2a4\ud06c\ub97c \uac10\uc548\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc218\ub9bd.<\/li>\n<\/ul>\n4.2 \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc744 \uae30\ubc18\uc73c\ub85c\ud55c \ub370\uc774\ud130 \ud574\uc11d<\/h3>\n
\ub3c4\uba54\uc778 \uc9c0\uc2dd\uc740 \ub370\uc774\ud130\ub97c \ud574\uc11d\ud558\uace0 \uc218\uc9d1\ub41c \uc7a1\uc74c\uacfc \uc2dc\uadf8\ub110\uc744 \uad6c\ubcc4\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc0b0\uc5c5\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ud1b5\ud574 \uc7ac\ubb34 \uc9c0\ud45c\uc758 \ubcc0\ub3d9\uc744 \ubcf4\ub2e4 \uc798 \ud574\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud2b8\ub808\uc774\ub354\ub294 \uc2dc\uc7a5\uc758 \ubd84\uc704\uae30\uc640 \ud2b8\ub80c\ub4dc \ubcc0\ud654\ub97c \ud3ec\ucc29\ud558\uc5ec \uc2dc\uadf8\ub110\uc758 \uc2e0\ub8b0\uc131\uc744 \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc2e4\uc804 \uc801\uc6a9<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
5.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n
\ub9c8\ucf13 \ub370\uc774\ud130(\uac00\uaca9, \uac70\ub798\ub7c9 \ub4f1), \uae30\ubcf8 \uc7ac\ubb34 \ub370\uc774\ud130(\uc7ac\ubb34\uc81c\ud45c \ub4f1), \uacbd\uc81c \uc9c0\ud45c \ubc0f \uc678\ubd80 \ubd88\ud655\uc2e4\uc131 \uc694\uc778\uc744 \ud3ec\ud568\ud55c \ub370\uc774\ud130 \uc218\uc9d1\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub610\ud55c, \uacb0\uce21\uce58 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70 \ubc0f \ub370\uc774\ud130 \uc815\uaddc\ud654 \ub4f1 \uc804\ucc98\ub9ac \uc791\uc5c5\uc774 \ud3ec\ud568\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
5.2 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/h3>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc911\uc694\ud55c \uac83\uc740 \uc720\uc758\ubbf8\ud55c \ud53c\ucc98(feature)\ub97c \uc0dd\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00\uc758 \uc774\ub3d9 \ud3c9\uade0, \uc8fc\uac00 \uc0c1\ub300 \uc9c0\uc218, \ubcfc\ub9b0\uc800 \ubc34\ub4dc \ub4f1\uc744 \uc0dd\uc131\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc785\ub825\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud53c\ucc98\ub294 \ubaa8\ub378\uc774 \uc7a1\uc74c\uc744 \ud544\ud130\ub9c1\ud558\uace0 \uc2dc\uadf8\ub110\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n
5.3 \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud559\uc2b5<\/h3>\n
\uc5ec\ub7ec \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc911 \uac00\uc7a5 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0, \ud559\uc2b5 \ub370\uc774\ud130\uc640 \uac80\uc99d \ub370\uc774\ud130\ub97c \uc801\uc808\ud788 \ub098\ub204\uc5b4 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 K-\uacb9 \uad50\ucc28 \uac80\uc99d(K-Fold Cross Validation) \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.4 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \ucd5c\uc801\ud654<\/h3>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \uc9c0\ud45c(R-squared, RMSE \ub4f1)\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ucd5c\uc801\ud654 \uae30\ubc95(\uadf8\ub9ac\ub4dc \uc11c\uce58, \ub79c\ub364 \uc11c\uce58 \ub4f1)\uc744 \ud65c\uc6a9\ud558\uc5ec \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud569\ub2c8\ub2e4.<\/p>\n
5.5 \uc2e4\uc2dc\uac04 \uc2e4\ud589 \ubc0f \ubaa8\ub2c8\ud130\ub9c1<\/h3>\n
\ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ud6c4, \uc774\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4\uc5d0 \uc801\uc6a9\ud558\uace0 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \uc218\ub3d9 \uac1c\uc785 \uc5c6\uc774 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\uba70, \ud544\uc694\ud560 \uacbd\uc6b0 \ub9e4\ub9e4 \uc804\ub7b5\uc758 \uc7ac\uc870\uc815\uc774 \uac00\ub2a5\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
6. \uc7a1\uc74c \uc81c\uac70 \ubc0f \uc2dc\uadf8\ub110 \uac15\ud654 \uae30\uc220<\/h2>\n
\uc7a1\uc74c\uc73c\ub85c\ubd80\ud130 \uc2dc\uadf8\ub110\uc744 \uad6c\ubcc4\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uae30\uc220\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n
6.1 \uc2dc\uacc4\uc5f4 \ubd84\uc11d<\/h3>\n
\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0\uc11c \ud2b8\ub80c\ub4dc, \uacc4\uc808\uc131, \uc8fc\uae30\uc131\uc744 \ubd84\uc11d\ud558\uc5ec \uc7a1\uc74c\uc744 \uc81c\uac70\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. ARIMA(\uc790\uae30\ud68c\uadc0 \uc801\ubd84 \uc774\ub3d9\ud3c9\uade0) \ubaa8\ub378\uc774\ub098 GARCH(Generalized Autoregressive Conditional Heteroskedasticity) \ubaa8\ub378\uc774 \uc5ec\uae30\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/p>\n
6.2 \ud544\ud130\ub9c1 \uae30\ubc95<\/h3>\n
\uce7c\ub9cc \ud544\ud130, \uc800\uc5ed \ud1b5\uacfc \ud544\ud130(Low-pass Filter), \uace0\uc5ed \ud1b5\uacfc \ud544\ud130(High-pass Filter) \ub4f1\uc758 \ud544\ud130\ub9c1 \uae30\ubc95\uc744 \ud1b5\ud574 \uc2e0\ud638\uc5d0\uc11c \uc7a1\uc74c\uc744 \uc81c\uac70\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.3 \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc2dc\uadf8\ub110 \uac15\ud654<\/h3>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378\uc778 LSTM\uc774\ub098 GRU\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \ub370\uc774\ud130\uc5d0\uc11c \uc2dc\uadf8\ub110\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uc2dc\uacc4\uc5f4 \uc608\uce21\uc5d0 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n
\uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc720\uc758\ubbf8\ud55c \uc2dc\uadf8\ub110\uc744 \uc0dd\uc131\ud558\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc131\uacf5\uc801\uc73c\ub85c \ud2b8\ub808\uc774\ub529\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc7a1\uc74c\uacfc \uc2dc\uadf8\ub110\uc758 \uad6c\ubcc4\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \uc218\ud589\ud568\uc73c\ub85c\uc368 \ubcf4\ub2e4 \uc720\ud6a8\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc804\ucc98\ub9ac\ud558\ub294 \uae30\ubcf8 \uc791\uc5c5\ubd80\ud130 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubc0f \ubaa8\ub378 \ud559\uc2b5, \uadf8\ub9ac\uace0 \uc7a1\uc74c\uc744 \uc81c\uac70\ud558\uace0 \uc2e0\ud638\ub97c \uac15\ud654\ud558\ub294 \ubc29\ubc95\uae4c\uc9c0, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubaa8\ub4e0 \uce21\uba74\uc744 \uae4a\uc774 \uc788\uac8c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc740 \ud22c\uc790 \uacb0\uc815 \ubc0f \uc804\ub7b5 \ucd5c\uc801\ud654\uc5d0 \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc73c\uba70, \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc758\ubbf8\ud55c \uc2dc\uadf8\ub110\uc744 \ucd94\ucd9c\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc774 \uc65c \uc911\uc694\ud55c\uc9c0, \uadf8\ub9ac\uace0 \uc7a1\uc74c(noise)\uc73c\ub85c\ubd80\ud130 \uc2dc\uadf8\ub110(signal)\uc744 \uc5b4\ub5bb\uac8c \uad6c\ubcc4\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \ubd84\uc11d\uacfc \uc0ac\ub840\ub97c \ud1b5\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd \uc7a1\uc74c\uc73c\ub85c\ubd80\ud130 \uc2dc\uadf8\ub110\uc758 \uad6c\ubcc4”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-28936","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd \uc7a1\uc74c\uc73c\ub85c\ubd80\ud130 \uc2dc\uadf8\ub110\uc758 \uad6c\ubcc4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/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:\/\/atmokpo.com\/w\/28936\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd \uc7a1\uc74c\uc73c\ub85c\ubd80\ud130 \uc2dc\uadf8\ub110\uc758 \uad6c\ubcc4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc740 \ud22c\uc790 \uacb0\uc815 \ubc0f \uc804\ub7b5 \ucd5c\uc801\ud654\uc5d0 \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc73c\uba70, \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc758\ubbf8\ud55c \uc2dc\uadf8\ub110\uc744 \ucd94\ucd9c\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc774 \uc65c \uc911\uc694\ud55c\uc9c0, \uadf8\ub9ac\uace0 \uc7a1\uc74c(noise)\uc73c\ub85c\ubd80\ud130 \uc2dc\uadf8\ub110(signal)\uc744 \uc5b4\ub5bb\uac8c \uad6c\ubcc4\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \ubd84\uc11d\uacfc \uc0ac\ub840\ub97c \ud1b5\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd \uc7a1\uc74c\uc73c\ub85c\ubd80\ud130 \uc2dc\uadf8\ub110\uc758 \uad6c\ubcc4"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28936\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:15:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:55:50+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" 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