\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378 - \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\/29037\/\" \/>\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, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ubc1c\uc804\uc2dc\ud0a4\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378\uc740 \uc5ec\ub7ec \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \ud1b5\uacc4\uc801 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 VAR \ubaa8\ub378\uc758 \uae30\ucd08\ubd80\ud130 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud000\ud2b8 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uae4c\uc9c0 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. 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{"id":29037,"date":"2024-10-27T16:16:28","date_gmt":"2024-10-27T16:16:28","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29037"},"modified":"2024-11-26T06:55:06","modified_gmt":"2024-11-26T06:55:06","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%eb%b2%a1%ed%84%b0-%ec%9e%90%ea%b8%b0-%ed%9a%8c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29037\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378"},"content":{"rendered":"

<\/p>\n

\n \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ubc1c\uc804\uc2dc\ud0a4\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378\uc740 \uc5ec\ub7ec \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \ud1b5\uacc4\uc801 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 VAR \ubaa8\ub378\uc758 \uae30\ucd08\ubd80\ud130 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud000\ud2b8 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uae4c\uc9c0 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n

1. VAR \ubaa8\ub378\uc758 \uae30\ucd08<\/h2>\n

\n \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378\uc740 \uc5ec\ub7ec \ubcc0\uc218\uc758 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ub3d9\uc2dc\uc5d0 \ubd84\uc11d\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \ubc29\ubc95\uc785\ub2c8\ub2e4. VAR \ubaa8\ub378\uc740 \uac01 \ubcc0\uc218\uc758 \ud604\uc7ac \uac12\uc774 \uc774\uc804 \uac12\ub4e4\ub85c\ubd80\ud130 \uc601\ud5a5\uc744 \ubc1b\ub294\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ud615\ud0dc\ub97c \uac00\uc9d1\ub2c8\ub2e4:\n<\/p>\n

Y_t = A_1 Y_{t-1} + A_2 Y_{t-2} + ... + A_p Y_{t-p} + \\epsilon_t<\/code><\/p>\n

\n \uc5ec\uae30\uc11c:<\/p>\n

\nY_t<\/code>: \uc2dc\uc810 t<\/code>\uc5d0\uc11c\uc758 \ubcc0\uc218 \ubca1\ud130<\/li>\n
A_i<\/code>: \uc2dc\ucc28 i<\/code>\uc758 \uacc4\uc218 \ud589\ub82c<\/li>\n
\\epsilon_t<\/code>: \uc624\ucc28 \ud56d<\/li>\n<\/ul>\n1.1 VAR \ubaa8\ub378\uc758 \uac00\uc815<\/h3>\n\n    VAR \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uac00\uc815\uc744 \uac00\uc9d1\ub2c8\ub2e4:<\/p>\n
\n\ubaa8\ub4e0 \ubcc0\uc218\ub294 \uc548\uc815\uc801\uc774\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub4e0 \ubcc0\uc218\ub294 \uc2dc\uacc4\uc5f4\uc801 \uc790\uae30 \uc0c1\uad00\uad00\uacc4\ub97c \uac00\uc838\uc57c \ud569\ub2c8\ub2e4.<\/li>\n
\uc624\ucc28 \ud56d\uc740 \uc11c\ub85c \ub3c5\ub9bd\uc801\uc774\uace0 \ub3d9\uc77c\ud558\uac8c \ubd84\ud3ec\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n1.2 VAR \ubaa8\ub378\uc758 \uc801\ud569\uc131 \uac80\uc0ac<\/h3>\n\n    VAR \ubaa8\ub378\uc744 \uc801\ud569\ud558\uae30 \uc804\uc5d0, \uac01 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uac00 \uc548\uc815\uc801\uc778\uc9c0\ub97c \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c ADF(Augmented Dickey-Fuller) \ud14c\uc2a4\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc548\uc815\uc131 \uac80\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc548\uc815\uc801\uc778 \uc2dc\uacc4\uc5f4\uc774 \uc544\ub2d0 \uacbd\uc6b0, \ucc28\ubd84\uc744 \ud1b5\ud574 \uc548\uc815\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
2. VAR \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uc774\uc720<\/h2>\n\n    VAR \ubaa8\ub378\uc758 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n\ub2e4\uc591\ud55c \ubcc0\uc218 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \uc774\ud574\ud558\ub294 \ub370 \uc720\uc6a9\ud558\ub2e4.<\/li>\n
\uc26c\uc6b4 \ud574\uc11d\uacfc \uc608\uce21\uc774 \uac00\ub2a5\ud558\ub2e4.<\/li>\n
\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \uac01 \ubcc0\uc218\uc758 \ubbf8\ub798 \uac12\uc744 \uc608\uce21\ud560 \uc218 \uc788\ub2e4.<\/li>\n<\/ul>\n3. VAR \ubaa8\ub378\uc758 \uad6c\ud604<\/h2>\n\n    VAR \ubaa8\ub378\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574 Python\uc758 statsmodels<\/code> \ud328\ud0a4\uc9c0\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac04\ub2e8\ud55c \uc608\uc2dc\uc785\ub2c8\ub2e4.\n<\/p>\n
import pandas as pd\nfrom statsmodels.tsa.api import VAR\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv('financial_data.csv')\nmodel = VAR(data)\n\n# \ubaa8\ub378 \uc801\ud569\nresults = model.fit(maxlags=15, ic='aic')\nprint(results.summary())<\/code><\/pre>\n4. VAR \ubaa8\ub378\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc811\ubaa9<\/h2>\n\n    \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 VAR \ubaa8\ub378\uacfc \uc811\ubaa9\uc2dc\ud0a4\uba74 \ub354 \ub192\uc740 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, VAR \ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \ud53c\ucc98\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\ub9c1 \uacfc\uc815\uc744 \ub2e4\uc74c\uacfc \uac19\uc774 \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\nVAR \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud574 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud53c\ucc98\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998(\uc608: Random Forest, Gradient Boosting \ub4f1)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n5. VAR \ubaa8\ub378\uacfc \ub525\ub7ec\ub2dd\uc758 \ud1b5\ud569<\/h2>\n\n    \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 VAR \ubaa8\ub378\uacfc \ud1b5\ud569\ud558\ub294 \uac83\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \uc0c1\uad00\uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\uc640 \uac19\uc740 \uad6c\uc870\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4. LSTM\uc740 \uc7a5\uae30 \uc758\uc874\uc131\uc744 \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70, VAR \ubaa8\ub378\uc758 \ud655\uc7a5\ub41c \ud615\ud0dc\ub85c \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5.1 LSTM\uc744 \ud65c\uc6a9\ud55c VAR \ubaa8\ub378\uc758 \ud655\uc7a5<\/h3>\n\n    LSTM\uc744 \ud65c\uc6a9\ud558\uc5ec VAR \ubaa8\ub378\ub9c1\uc744 \ud1b5\ud569\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\nVAR \ubaa8\ub378\uc744 \ud1b5\ud574 \uae30\ubcf8\uc801\uc778 \ud53c\ucc98\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
LSTM \ub124\ud2b8\uc6cc\ud06c\ub97c \uad6c\uc131\ud558\uace0, VAR \ubaa8\ub378\uc758 \ucd9c\ub825\uc744 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n6. \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uad6c\ucd95<\/h2>\n\n    VAR \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2e4\uc9c8\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\n\uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n
VAR \ubaa8\ub378\ub85c \uc2dc\uc7a5\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubd84\uc11d\ud558\uace0 \ud53c\ucc98\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
\uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\uc131\ud558\uace0 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
\ud559\uc2b5\ud55c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
\ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad00\ub9ac\ud558\uace0 \uc131\uacfc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n6.1 \uc804\ub7b5\uc758 \uc131\uacfc \ud3c9\uac00<\/h3>\n\n    \ud000\ud2b8 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n\uc0e4\ud504 \ube44\uc728(Sharpe Ratio)<\/li>\n
\uc815\ubcf4 \ube44\uc728(Information Ratio)<\/li>\n
 \ucd5c\ub300 \ub099\ud3ed(Max Drawdown)<\/li>\n<\/ul>\n    \uc774\ub7ec\ud55c \uc9c0\ud45c\ub294 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc704\ud5d8 \uc870\uc815 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.\n<\/p>\n
7. \uacb0\ub860<\/h2>\n\n    VAR \ubaa8\ub378\uacfc \uba38\uc2e0\ub7ec\ub2dd, \ub525\ub7ec\ub2dd \uae30\ubc95\uc758 \uc811\ubaa9\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. VAR \ubaa8\ub378\uc744 \ud1b5\ud574 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \uc774\ud574\ud558\uace0, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud1b5\ud574 \uc608\uce21\ub825\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc810\uc810 \ub354 \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.\n<\/p>\n
\ucc38\uace0 \ubb38\ud5cc<\/h2>\n\nHamilton, J. D. (1994). Time Series Analysis<\/i>. Princeton University Press.<\/li>\n
James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An Introduction to Statistical Learning<\/i>. Springer.<\/li>\n
Heaton, J. B., Polson, N. G., & Gsottbauer, E. (2017). Deep Learning for Time Series Forecasting: A Survey<\/i>. arXiv preprint arXiv:1702.08431.<\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ubc1c\uc804\uc2dc\ud0a4\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378\uc740 \uc5ec\ub7ec \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \ud1b5\uacc4\uc801 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 VAR \ubaa8\ub378\uc758 \uae30\ucd08\ubd80\ud130 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud000\ud2b8 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uae4c\uc9c0 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. VAR \ubaa8\ub378\uc758 \uae30\ucd08 \ubca1\ud130 \uc790\uae30 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378”<\/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-29037","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, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378 - \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\/29037\/\" \/>\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, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ubc1c\uc804\uc2dc\ud0a4\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378\uc740 \uc5ec\ub7ec \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \ud1b5\uacc4\uc801 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 VAR \ubaa8\ub378\uc758 \uae30\ucd08\ubd80\ud130 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud000\ud2b8 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uae4c\uc9c0 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. VAR \ubaa8\ub378\uc758 \uae30\ucd08 \ubca1\ud130 \uc790\uae30 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29037\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:16:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:55:06+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\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29037\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29037\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378\",\"datePublished\":\"2024-10-27T16:16:28+00:00\",\"dateModified\":\"2024-11-26T06:55:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29037\/\"},\"wordCount\":95,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29037\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29037\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubca1\ud130 \uc790\uae30 \ud68c\uadc0(VAR) \ubaa8\ub378 - 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