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\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub192\uc740 \ubcc0\ub3d9\uc131\uacfc \uacbd\uc7c1\uc73c\ub85c \uc778\ud574 \ud000\ud2b8 \ub9e4\ub9e4\ub294 \ub2e8\uc21c\ud55c \uc804\ub7b5\uc5d0 \uc758\uc874\ud558\ub294 \uac83 \uc774\uc0c1\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ud30c\uc545\ud558\uace0 \uc608\uce21 \ub2a5\ub825\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, \uc54c\ud30c\ub80c\uc988(AlphaLens)<\/strong>\ub97c \uc774\uc6a9\ud558\uc5ec \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc744 \ubd84\ub9ac\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc774\ub098 \uaddc\uce59\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud558\uace0, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc758 \ucd9c\ub825\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc9c0\ub3c4 \ud559\uc2b5(supervised learning)<\/strong>, \ube44\uc9c0\ub3c4 \ud559\uc2b5(unsupervised learning)<\/strong>, \uac15\ud654 \ud559\uc2b5(reinforcement learning)<\/strong>\uc73c\ub85c \ubd84\ub958\ub429\ub2c8\ub2e4.<\/p>\n
1.1 \uc9c0\ub3c4 \ud559\uc2b5<\/h3>\n
\uc9c0\ub3c4 \ud559\uc2b5\uc5d0\uc11c\ub294 \uc785\ub825 \ub370\uc774\ud130\uc640 \uadf8\uc5d0 \ud574\ub2f9\ud558\ub294 \ub808\uc774\ube14\uc774 \uc8fc\uc5b4\uc9d1\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc774 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc785\ub825\uc5d0 \ub300\ud55c \ucd9c\ub825\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd\uc758 \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
1.2 \ube44\uc9c0\ub3c4 \ud559\uc2b5<\/h3>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0 \ub808\uc774\ube14\uc774 \uc5c6\uc744 \ub54c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ucc3e\uace0 \ubd84\ub958\ud558\uae30 \uc704\ud574 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \ucc28\uc6d0 \ucd95\uc18c \uae30\ubc95\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub294 \uc228\uaca8\uc9c4 \uad6c\uc870\ub97c \ud30c\uc545\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
1.3 \uac15\ud654 \ud559\uc2b5<\/h3>\n
\uac15\ud654 \ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \uac70\ub798\uc5d0\uc11c \ud3ec\uc9c0\uc158\uc744 \ucde8\ud568\uc73c\ub85c\uc368 \uc5bb\uc740 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\uae30 \uc704\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \ub54c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
2. \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \uc5ec\ub7ec \uce35\uc758 \uad6c\uc870\ub97c \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \uc774\ubbf8\uc9c0 \uc778\uc2dd\uc774\ub098 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub3c4 \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \ub370\uc774\ud130\uc758 \ube44\uc120\ud615 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc758 \uad6c\uc131<\/h3>\n
\uc778\uacf5\uc2e0\uacbd\ub9dd\uc740 \uc785\ub825\uce35, \uc740\ub2c9\uce35(hidden layer), \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uac01 \uce35\uc740 \ub178\ub4dc(node)\ub85c \uad6c\uc131\ub418\uba70, \uac01 \ub178\ub4dc\ub294 \ud65c\uc131\ud654 \ud568\uc218(activation function)\ub97c \ud1b5\ud574 \ucd9c\ub825\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/p>\n
2.2 CNN\uacfc RNN<\/h3>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378 \uc911\uc5d0\uc11c \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)<\/strong>\uc740 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc758 \ud328\ud134 \ubd84\uc11d\uc5d0 \uac15\ud558\uace0, \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)<\/strong>\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc640 \uac19\uc774 \uc21c\ucc28\uc801\uc778 \ub370\uc774\ud130\uc5d0 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \uc2dc\uc7a5\uc758 \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc5d0 RNN\uc744 \uc801\uc6a9\ud558\uba74 \uc774\uc804 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud544\uc694\uc131<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc778\uac04\uc758 \uac10\uc815\uacfc \uc9c1\uad00\uc774 \uac1c\uc785\ub418\uc9c0 \uc54a\uace0 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc790\ub3d9\ud654\ub41c \ub9e4\ub9e4\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc815\ud655\ud55c \ub370\uc774\ud130 \ubd84\uc11d<\/li>\n
\ub9e4\ub9e4 \uc18d\ub3c4 \ud5a5\uc0c1<\/li>\n
\ub9ac\uc2a4\ud06c \uad00\ub9ac\uac00 \uc6a9\uc774<\/li>\n
\uc2ec\ub9ac\uc801 \uc694\uc778 \ucd5c\uc18c\ud654<\/li>\n<\/ul>\n
4. \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc758 \ubd84\ub9ac<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc2dc\uadf8\ub110\uc740 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130\uc758 \ud328\ud134\uc73c\ub85c, \uc7a1\uc74c\uc740 \uc2dc\uc7a5\uc758 \ubd88\uaddc\uce59\ud55c \ubcc0\ub3d9\uc131\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774 \ub450 \uac00\uc9c0\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\ub9ac\ud558\ub294 \uac83\uc740 \uc9c0\uc18d\uc801\uc778 \uc54c\ud30c(Alpha)\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc544\ub798\ub294 \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc744 \ubd84\ub9ac\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4.<\/p>\n
4.1 \uc2dc\uadf8\ub110 \ucd94\ucd9c<\/h3>\n
\uc2dc\uadf8\ub110\uc740 \uc885\uc885 \uae30\uc220\uc801 \uc9c0\ud45c(\uc608: \uc774\ub3d9 \ud3c9\uade0, MACD \ub4f1)\ub97c \ud1b5\ud574 \ubc29\uc1a1\ub429\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uadf8\ub110\uc744 \uac15\ud654\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud53c\uccd0(feature)\ub97c \uc0dd\uc131\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4.2 \uc7a1\uc74c \uc81c\uac70<\/h3>\n
\uc7a1\uc74c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc2dc\uc7a5 \ub370\uc774\ud130\uc758 \ubcc0\ub3d9\uc131\uc744 \uc99d\uac00\uc2dc\ud0a4\uace0, \uc608\uce21\uc758 \uc815\ud655\uc131\uc744 \ub5a8\uc5b4\ub728\ub9ac\ub294 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc7a1\uc74c\uc744 \uc81c\uac70\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \ubc29\ubc95\ub860\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc774\ub3d9 \ud3c9\uade0\uc744 \ud65c\uc6a9\ud55c \uc2a4\ubb34\ub529(smoothing)<\/li>\n
\uc2e0\ud638 \ub300 \uc7a1\uc74c \ube44\uc728(Signal-to-Noise Ratio) \ubd84\uc11d<\/li>\n
\uace0\uae09 \ud544\ud130\ub9c1 \uae30\ubc95(\uc608: \uce7c\ub9cc \ud544\ud130, \ub85c\ubc84\uc2a4\ud2b8 \ud68c\uadc0)<\/li>\n<\/ul>\n
5. \uc54c\ud30c\ub80c\uc988(AlphaLens) \uc18c\uac1c<\/h2>\n
\uc54c\ud30c\ub80c\uc988(AlphaLens)<\/strong>\ub294 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc131\ub2a5 \ud3c9\uac00\ub97c \uc704\ud574 \uac1c\ubc1c\ub41c \ub370\uc774\ud130 \ubd84\uc11d \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \ubaa8\ub378\uc758 \uc608\uce21 \uc2e0\ud638\uc640 \uacb0\uacfc\ub97c \ubd84\uc11d\ud558\uace0, \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \uc54c\ud30c\ub80c\uc988\uc758 \uc8fc\uc694 \uae30\ub2a5<\/h3>\n
\n
\ud53c\uccd0 \ubcc4 \uae30\uc5ec\ub3c4 \ubd84\uc11d<\/li>\n
\uc2dc\uadf8\ub110 \uc131\ub2a5 \ud3c9\uac00<\/li>\n
\uc2dc\uadf8\ub110 \uc548\uc815\uc131 \ud3c9\uac00(Sharpe Ratio \ub4f1)<\/li>\n
\uc2dc\uac01\ud654 \ub3c4\uad6c \uc81c\uacf5<\/li>\n<\/ul>\n
5.2 \uc54c\ud30c\ub80c\uc988 \uc124\uce58 \ubc29\ubc95<\/h3>\n
pip install alphalens<\/code><\/pre>\n5.3 \uc54c\ud30c\ub80c\uc988 \uc0ac\uc6a9 \uc608\uc81c<\/h3>\n\ub2e4\uc74c\uc740 \uc54c\ud30c\ub80c\uc988\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc744 \ubd84\uc11d\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n \nimport alphalens as al\nimport pandas as pd\n\n# \uc2dc\uadf8\ub110 \ub370\uc774\ud130 \uac00\uc838\uc624\uae30\ndata = pd.read_csv('signals.csv') \n\n# \uc54c\ud30c\ub80c\uc988 \ucd08\uae30\ud654\nfactor = data['predicted_signal']\nreturns = data['returns']\n\n# \uc131\ub2a5 \ud3c9\uac00\nal.tears.create_full_tear_sheet(factor, returns)\n<\/code><\/pre>\n6. \uacb0\ub860<\/h2>\n\uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uad6c\uc131\ud558\ub294 \uae30\ucd08 \uac1c\ub150\uacfc \uc2dc\uadf8\ub110 \ubc0f \uc7a1\uc74c\uc758 \ubd84\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc54c\ud30c\ub80c\uc988\ub97c \uc774\uc6a9\ud55c \uc2dc\uadf8\ub110 \uc131\ub2a5 \ubd84\uc11d \ubc0f \uc548\uc815\uc131 \ud3c9\uac00\ub97c \ud1b5\ud574 \ud22c\uc790 \uc804\ub7b5\uc744 \ub354\uc6b1 \uc815\uad50\ud558\uac8c \ub2e4\ub4ec\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uc55e\uc73c\ub85c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uae30\uc220\uc774 \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc2e4\uc2b5\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \ub192\uc5ec\ubcf4\uc138\uc694.<\/p>\n \ucc38\uace0 \ubb38\ud5cc<\/h3>\n\nHastie, T., Tibshirani, R., & Friedman, J. (2009). The Elements of Statistical Learning.<\/li>\n Goodfellow, I., Bengio, Y., & Courville, A. (2016). Deep Learning.<\/li>\n Alphalens Documentation: https:\/\/alphalens.readthedocs.io\/en\/latest\/<\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub192\uc740 \ubcc0\ub3d9\uc131\uacfc \uacbd\uc7c1\uc73c\ub85c \uc778\ud574 \ud000\ud2b8 \ub9e4\ub9e4\ub294 \ub2e8\uc21c\ud55c \uc804\ub7b5\uc5d0 \uc758\uc874\ud558\ub294 \uac83 \uc774\uc0c1\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ud30c\uc545\ud558\uace0 \uc608\uce21 \ub2a5\ub825\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, \uc54c\ud30c\ub80c\uc988(AlphaLens)\ub97c \uc774\uc6a9\ud558\uc5ec \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc744 \ubd84\ub9ac\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc774\ub098 \uaddc\uce59\uc744 \ud559\uc2b5\ud558\uc5ec … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\ud30c\ub80c\uc988\ub97c \uc0ac\uc6a9\ud55c \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc758 \ubd84\ub9ac”<\/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-29187","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, \uc54c\ud30c\ub80c\uc988\ub97c \uc0ac\uc6a9\ud55c \uc2dc\uadf8\ub110\uacfc \uc7a1\uc74c\uc758 \ubd84\ub9ac - 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