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\ud000\ud2b8\ub9e4\ub9e4, \uc989 \uc54c\uace0\ub9ac\uc998 \uae30\ubc18\uc758 \ud22c\uc790 \uc804\ub7b5\uc740 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ube60\ub974\uac8c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc744 \ub354\uc6b1 \uac00\uc18d\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacf5 \uc5ec\ubd80\ub294 \ub370\uc774\ud130\uc758 \ud2b9\uc131, \ud2b9\ud788 \ub370\uc774\ud130\uc758 \uc815\uc0c1\uc131 \uc5ec\ubd80\uc5d0 \ud06c\uac8c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc815\uc0c1\uc131 \uc9c4\ub2e8, \uadf8\ub9ac\uace0 \ube44\uc815\uc0c1\uc131\uc744 \ud68c\ubcf5\ud558\ub294 \ubc29\ubc95\uae4c\uc9c0 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774<\/h2>\n
\uba3c\uc800 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd(Artificial Neural Networks)\uc744 \ud1b5\ud574 \ubcf4\ub2e4 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uc774\ubbf8\uc9c0, \uc74c\uc131 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c \ud2b9\ud788 \ub450\uac01\uc744 \ub098\ud0c0\ub0b4\uace0 \uc788\uc73c\uba70, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub3c4 \uadf8 \uc751\uc6a9 \uac00\ub2a5\uc131\uc774 \uc99d\ub300\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud22c\uc790 \uacb0\uc815 \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud55c \ud6c4 \uc790\ub3d9\uc73c\ub85c \uc8fc\ubb38\uc744 \uc2e4\ud589\ud558\ub294 \uacfc\uc815\uc73c\ub85c, \uc8fc\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc694\uc18c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n

\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uc8fc\uc2dd \uac00\uaca9, \uac70\ub798\ub7c9, \ub274\uc2a4 \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\uc2e0\ud638 \uc0dd\uc131:<\/strong> \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n

\uc8fc\ubb38 \uc2e4\ud589:<\/strong> \uc0dd\uc131\ub41c \uc2e0\ud638\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uc8fc\ubb38\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \ub370\uc774\ud130 \uc815\uc0c1\uc131\uacfc \ube44\uc815\uc0c1\uc131<\/h2>\n
\uc815\uc0c1\uc131\uacfc \ube44\uc815\uc0c1\uc131\uc740 \uc2dc\uac04\uc5d0 \ub530\ub978 \ub370\uc774\ud130\uc758 \ud1b5\uacc4\uc801 \ud2b9\uc131\uc744 \uc124\uba85\ud558\ub294 \uac1c\ub150\uc785\ub2c8\ub2e4. \uc815\uc0c1\uc131(Stationarity)\ub780 \uc2dc\uac04\uc5d0 \ub530\ub77c \ud3c9\uade0\uacfc \ubd84\uc0b0\uc774 \uc77c\uc815\ud55c \uc0c1\ud0dc\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \ubc18\uba74 \ube44\uc815\uc0c1\uc131(Non-stationarity)\uc740 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ud3c9\uade0\uc774\ub098 \ubd84\uc0b0\uc774 \ubcc0\ud654\ud558\ub294 \uc0c1\ud0dc\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \uc885\uc885 \ube44\uc815\uc0c1\uc801\uc778 \ub370\uc774\ud130\uac00 \ubc1c\uc0dd\ud558\uba70, \uc774\ub97c \uace0\ub824\ud558\uc9c0 \uc54a\uc73c\uba74 \uc798\ubabb\ub41c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc815\uc0c1\uc131\uc744 \uc9c4\ub2e8\ud558\uace0 \ud68c\ubcf5\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n
4. \uc815\uc0c1\uc131 \uc9c4\ub2e8 \ubc29\ubc95<\/h2>\n
\uc815\uc0c1\uc131\uc744 \uc9c4\ub2e8\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ud1b5\uacc4\uc801 \ubc29\ubc95\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
4.1. \uc2dc\uac01\uc801 \uc9c4\ub2e8<\/h3>\n
\ub370\uc774\ud130\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud655\uc778\ud558\ub294 \uac83\uc740 \ub370\uc774\ud130\uc758 \uc815\uc0c1\uc131\uc744 \uc9c4\ub2e8\ud558\ub294 \uccab\uac78\uc74c\uc785\ub2c8\ub2e4. \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ud50c\ub86f(plot)\ud558\uc5ec \ud3c9\uade0\uacfc \ubd84\uc0b0\uc758 \ubcc0\ud654\ub97c \uad00\ucc30\ud569\ub2c8\ub2e4. \uc815\uc0c1\uc131 \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ud3c9\uade0\uacfc \ubd84\uc0b0\uc774 \uc77c\uc815\ud558\uac8c \uc720\uc9c0\ub418\uba70 \uba85\ud655\ud55c \ud328\ud134\uc774 \uc5c6\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4.2. ADF \ud14c\uc2a4\ud2b8<\/h3>\n
\uc544\uc6b0\ud1a0\ub9ac\uadf8\ub808\uc2dc\ube0c \ub2e8\uc704\uadfc(ADF) \ud14c\uc2a4\ud2b8\ub294 \uc815\uc0c1\uc131\uc744 \uac80\uc99d\ud558\ub294 \ud1b5\uacc4\uc801 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \ud14c\uc2a4\ud2b8\ub294 \uc8fc\uc5b4\uc9c4 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uac00 \uc815\uc0c1\uc801\uc778\uc9c0 \uc5ec\ubd80\ub97c \ud310\ub2e8\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. ADF \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \uae30\ubcf8\uc801\uc778 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
from statsmodels.tsa.stattools import adfuller\n\nresult = adfuller(data['price'])\nprint('ADF Statistic:', result[0])\nprint('p-value:', result[1])<\/code><\/pre>\n4.3. KPSS \ud14c\uc2a4\ud2b8<\/h3>\nKwiatkowski-Phillips-Schmidt-Shin (KPSS) \ud14c\uc2a4\ud2b8\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \uc815\uc0c1\uc131\uc744 \uac80\uc0ac\ud558\ub294 \ub610 \ub2e4\ub978 \ubc29\ubc95\uc785\ub2c8\ub2e4. ADF \ud14c\uc2a4\ud2b8\uc640 \ubc18\ub300\ub85c, KPSS \ud14c\uc2a4\ud2b8\ub294 \ub370\uc774\ud130\uac00 \uc815\uc0c1\uc801\uc774\uc9c0 \uc54a\uc740 \uac00\uc124\uc744 \uac80\uc99d\ud569\ub2c8\ub2e4. KPSS \ud14c\uc2a4\ud2b8\ub97c \uc2dc\ud589\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n from statsmodels.tsa.stattools import kpss\n\nresult = kpss(data['price'])\nprint('KPSS Statistic:', result[0])\nprint('p-value:', result[1])<\/code><\/pre>\n5. \ube44\uc815\uc0c1\uc131\uc758 \ud68c\ubcf5<\/h2>\n\ube44\uc815\uc0c1\uc801\uc778 \ub370\uc774\ud130\ub97c \uc815\uc0c1\uc73c\ub85c \ub418\ub3cc\ub9ac\ub824\uba74 \uc5ec\ub7ec \uac00\uc9c0 \uae30\ubc95\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130\uc758 \ubcc0\ud658\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n 5.1. \ucc28\ubd84(Differencing)<\/h3>\n\ucc28\ubd84\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ube44\uc815\uc0c1\uc131\uc744 \uc81c\uac70\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ud604\uc7ac \uac12\uc5d0\uc11c \uc774\uc804 \uac12\uc744 \ube7c\ub294 \ubc29\ubc95\uc73c\ub85c, \uc774\ub807\uac8c \ud574\uc11c \uc5bb\uc5b4\uc9c4 \ucc28\ubd84 \ub370\uc774\ud130\uac00 \uc815\uc0c1\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. 1\ucc28 \ucc28\ubd84\uc758 \uacbd\uc6b0\ub294 \uc544\ub798\uc640 \uac19\uc774 \ud45c\ud604\ub429\ub2c8\ub2e4:<\/p>\n data['price_diff'] = data['price'].diff()<\/code><\/pre>\n5.2. \ub85c\uadf8 \ubcc0\ud658(Log Transformation)<\/h3>\n\ub85c\uadf8 \ubcc0\ud658\uc740 \ub370\uc774\ud130\uc758 \ubd84\uc0b0\uc744 \uc548\uc815\uc2dc\ud0a4\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uac00 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uac70\ub098 \uac10\uc18c\ud560 \ub54c \ub85c\uadf8 \ubcc0\ud658\uc744 \uc218\ud589\ud558\uc5ec \uc815\uc0c1\uc131 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n data['price_log'] = np.log(data['price'])<\/code><\/pre>\n5.3. \uc81c\uacf1\uadfc \ubcc0\ud658(Square Root Transformation)<\/h3>\n\uc81c\uacf1\uadfc \ubcc0\ud658\ub3c4 \ubd84\uc0b0\uc758 \ubd88\uade0\ud615\uc744 \uc904\uc774\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ud2b9\ud788 \ub370\uc774\ud130\uc758 \uac12\uc774 \ud070 \uacbd\uc6b0\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4:<\/p>\n data['price_sqrt'] = np.sqrt(data['price'])<\/code><\/pre>\n6. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378 \ud65c\uc6a9<\/h2>\n\uc815\uc0c1\uc131 \uc9c4\ub2e8 \ubc0f \ubcf5\uad6c \uacfc\uc815\uc744 \uc644\ub8cc\ud55c \ud6c4, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c\ub3c4 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, SVM, \uadf8\ub9ac\uace0 LSTM\uc744 \uc870\uba85\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n 6.1. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest)<\/h3>\n\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \ub2e4\uc218\uc758 \uacb0\uc815 \ud2b8\ub9ac\ub97c \uc870\ud569\ud558\uc5ec \uc0ac\uc6a9\ud558\ub294 \uc559\uc0c1\ube14 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \ube44\uc815\uc0c1\uc801\uc778 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub2e4\ub8f0 \ub54c \uc720\uc6a9\ud569\ub2c8\ub2e4. \uac01 \ud2b8\ub9ac\uc758 \uc608\uce21 \uacb0\uacfc\ub97c \ud3c9\uade0\ud558\uc5ec \ucd5c\uc885 \uc608\uce21\uac12\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n from sklearn.ensemble import RandomForestClassifier\n\nmodel = RandomForestClassifier(n_estimators=100)\nmodel.fit(X_train, y_train)\npredictions = model.predict(X_test)<\/code><\/pre>\n6.2. \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machine, SVM)<\/h3>\nSVM\uc740 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ucc3e\uae30 \uc704\ud574 \ucd08\ud3c9\uba74(hyperplane)\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubd84\ub958\ud558\ub294 \ubaa8\ub378\ub85c, \ud2b9\ud788 \uc120\ud615 \ubd84\ub9ac\uc5d0 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n from sklearn.svm import SVC\n\nmodel = SVC(kernel='linear')\nmodel.fit(X_train, y_train)\npredictions = model.predict(X_test)<\/code><\/pre>\n6.3. \uc7a5\uae30 \uae30\uc5b5 \ub2e8\uae30 \uae30\uc5b5 \ub124\ud2b8\uc6cc\ud06c(Long Short-Term Memory, LSTM)<\/h3>\nLSTM\uc740 RNN\uc758 \ud55c \uc720\ud615\uc73c\ub85c, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc608\uce21\uc5d0 \uc801\ud569\ud55c \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4. LSTM\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uba54\ubaa8\ub9ac \uc140\uc5d0 \uc800\uc7a5\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798 \uac12\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n from keras.models import Sequential\nfrom keras.layers import LSTM, Dense\n\nmodel = Sequential()\nmodel.add(LSTM(50, return_sequences=True, input_shape=(X_train.shape[1], 1)))\nmodel.add(LSTM(50))\nmodel.add(Dense(1))\nmodel.compile(optimizer='adam', loss='mean_squared_error')<\/code><\/pre>\n7. \uacb0\ub860<\/h2>\n\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ud604\uc7ac\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ud601\uc2e0\ud560 \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc815\uc0c1\uc131 \uc9c4\ub2e8\uacfc \ube44\uc815\uc0c1\uc131\uc744 \ud68c\ubcf5\ud558\ub294 \uacfc\uc815\uc740 \uc774 \ubaa8\ub4e0 \uac83\uc758 \uae30\ubcf8\uc774 \ub418\uba70, \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \ud1b5\ud574 \ubcf4\ub2e4 \uc548\uc815\uc801\uc774\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc8fc\ub3c4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc774 \uc5ec\ub7ec\ubd84\uc758 \ud000\ud2b8 \ud2b8\ub808\uc774\ub529 \uc5ec\uc815\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n \n\u00a9 2023 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc790\ub3d9\ub9e4\ub9e4 \uac15\uc88c<\/p>\n<\/footer>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \ud000\ud2b8\ub9e4\ub9e4, \uc989 \uc54c\uace0\ub9ac\uc998 \uae30\ubc18\uc758 \ud22c\uc790 \uc804\ub7b5\uc740 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ube60\ub974\uac8c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc744 \ub354\uc6b1 \uac00\uc18d\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacf5 \uc5ec\ubd80\ub294 \ub370\uc774\ud130\uc758 \ud2b9\uc131, \ud2b9\ud788 \ub370\uc774\ud130\uc758 \uc815\uc0c1\uc131 \uc5ec\ubd80\uc5d0 \ud06c\uac8c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc815\uc0c1\uc131 \uc9c4\ub2e8, \uadf8\ub9ac\uace0 \ube44\uc815\uc0c1\uc131\uc744 \ud68c\ubcf5\ud558\ub294 \ubc29\ubc95\uae4c\uc9c0 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774 \uba3c\uc800 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc815\uc0c1\uc131 \uc9c4\ub2e8\uacfc \ud68c\ubcf5”<\/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-29301","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, \uc815\uc0c1\uc131 \uc9c4\ub2e8\uacfc \ud68c\ubcf5 - 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