{"id":28872,"date":"2024-10-27T16:15:29","date_gmt":"2024-10-27T16:15:29","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28872"},"modified":"2024-11-26T06:56:42","modified_gmt":"2024-11-26T06:56:42","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%85%b8%ec%9d%b4%ec%a6%88-%ec%a0%9c%ea%b1%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28872\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815"},"content":{"rendered":"<p><body><\/p>\n<div class=\"content\">\n<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \uae09\uc99d\ud558\uba74\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \ud06c\uac8c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae08\uc735 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ub178\uc774\uc988\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uae30 \uc27d\uace0, \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud574 \uc190\uc0c1\ub41c \ub370\uc774\ud130\ub97c \uc218\uc815\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uac1c\uc694<\/h2>\n<h3>1.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \ud1b5\ud574 \ubbf8\ub9ac \uc124\uc815\ub41c \uc870\uac74\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc778\uac04\uc758 \uac10\uc815\uc774\ub098 \uc9c1\uad00\uc5d0 \uae30\ubc18\ud55c \uacb0\uc815\ubcf4\ub2e4 \ub354 \uc77c\uad00\ub418\uace0 \uc815\ud655\ud55c \ub9e4\ub9e4\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uace0\ube48\ub3c4 \ub9e4\ub9e4(HFT), \uc77c\uc77c \ub9e4\ub9e4 \ubc0f \uc7a5\uae30 \ud22c\uc790 \uc804\ub7b5\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<h3>1.2 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc5ed\ud560<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21\uc744 \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \uc8fc\uac00 \uc608\uce21, \uac70\ub798 \uc2e0\ud638 \uc0dd\uc131, \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc5ec\ub7ec \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c\ub3c4 \ud68c\uadc0 \ubd84\uc11d, \uacb0\uc815 \ud2b8\ub9ac, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM) \ub4f1\uc774 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud6e8\uc52c \ub354 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \ud2b9\ud654\ub418\uc5b4 \uc788\uc5b4, \uc774\ubbf8\uc9c0\ub098 \ube44\uc815\ud615 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \ub370\uc774\ud130\uc640 \ub178\uc774\uc988<\/h2>\n<h3>2.1 \uae08\uc735 \ub370\uc774\ud130\uc758 \ud2b9\uc131<\/h3>\n<p>\uae08\uc735 \ub370\uc774\ud130\ub294 \uac00\uaca9, \uac70\ub798\ub7c9, \uc624\ub354\ubd81 \ub370\uc774\ud130 \ub4f1\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc2dc\uac04\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\uba70, \ud754\ud788 \ubd88\uaddc\uce59\uc801\uc774\uace0 \ube44\uc120\ud615\uc801\uc778 \ud2b9\uc131\uc744 \uac00\uc9d1\ub2c8\ub2e4. \ub610\ud55c, \ub9ce\uc740 \uacbd\uc6b0 \uc2dc\uc7a5\uc758 \ub178\uc774\uc988\uc5d0 \uc758\ud574 \uc601\ud5a5\uc744 \ubc1b\uc544 \ub370\uc774\ud130\uc758 \uc2e0\ub8b0\uc131\uc774 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.2 \ub178\uc774\uc988\uc758 \uc720\ud615<\/h3>\n<ul>\n<li><strong>\ud1b5\uacc4\uc801 \ub178\uc774\uc988:<\/strong> \ub370\uc774\ud130\uac00 \uc0dd\uc131\ub418\ub294 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc6b0\uc5f0\ud55c \ubcc0\ub3d9.<\/li>\n<li><strong>\uce21\uc815 \ub178\uc774\uc988:<\/strong> \ub370\uc774\ud130 \uc218\uc9d1\uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc624\ub958.<\/li>\n<li><strong>\ud53c\ud06c \ub610\ub294 \uc2a4\ud30c\uc774\ud06c:<\/strong> \ube44\uc815\uc0c1\uc801\uc73c\ub85c \ub192\uc740 \uac70\ub798\ub7c9\uc774 \ubc1c\uc0dd\ud560 \ub54c \ub098\ud0c0\ub098\ub294 \uadf9\ub2e8\uc801 \uc218\uce58.<\/li>\n<li><strong>\ub808\uc774\uc9c0 \ub178\uc774\uc988:<\/strong> \uc2dc\uc7a5\uc5d0 \ub4e4\uc5b4\uc628 \uc678\ubd80 \uc815\ubcf4\uc5d0 \uc758\ud574 \ubcc0\ub3d9\uc131\uc774 \uc99d\uac00\ud558\ub294 \uacbd\uc6b0.<\/li>\n<\/ul>\n<h2>3. \uc624\ud1a0\uc778\ucf54\ub354 \uac1c\ub150<\/h2>\n<h3>3.1 \uc624\ud1a0\uc778\ucf54\ub354\ub780 \ubb34\uc5c7\uc778\uac00?<\/h3>\n<p>\uc624\ud1a0\uc778\ucf54\ub354(Autoencoder)\ub294 \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc758 \ubc29\uc2dd\uc73c\ub85c \uc785\ub825 \ub370\uc774\ud130\ub97c \uc555\ucd95\ud558\uace0 \uc7ac\uad6c\uc131\ud558\ub294 \uc2e0\uacbd\ub9dd\uc758 \uc77c\uc885\uc785\ub2c8\ub2e4. \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc785\ub825\uacfc \ucd9c\ub825\uc774 \ub3d9\uc77c\ud558\ub3c4\ub85d \ud559\uc2b5\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc758 \uc911\uc694\ud55c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ub370\uc774\ud130\uc758 \ucc28\uc6d0\uc744 \ucd95\uc18c\ud558\uac70\ub098 \ub178\uc774\uc988\ub97c \uc81c\uac70\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.2 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uad6c\uc870<\/h3>\n<p>\uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc8fc\ub85c \uc138 \uac1c\uc758 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc778\ucf54\ub354(Encoder):<\/strong> \uc785\ub825 \ub370\uc774\ud130\ub97c \uc800\ucc28\uc6d0 \uacf5\uac04\uc73c\ub85c \uc555\ucd95\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub514\ucf54\ub354(Decoder):<\/strong> \uc555\ucd95\ub41c \ub370\uc774\ud130\ub97c \uc6d0\ub798 \ucc28\uc6d0\uc73c\ub85c \ubcf5\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcd1\ubaa9(Bottleneck):<\/strong> \uc778\ucf54\ub354\uc640 \ub514\ucf54\ub354 \uc0ac\uc774\uc758 \uce35\uc73c\ub85c, \ubaa8\ub378\uc774 \ub370\uc774\ud130\ub97c \uc555\ucd95\ud558\ub294 \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354 \uad6c\ud604<\/h2>\n<h3>4.1 \ub370\uc774\ud130 \uc900\ube44<\/h3>\n<p>\uba3c\uc800, \ub178\uc774\uc988\uac00 \ud3ec\ud568\ub41c \uae08\uc735 \ub370\uc774\ud130\ub97c \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 CSV \ud30c\uc77c \ud615\uc2dd\uc73c\ub85c \uc81c\uacf5\ub420 \uc218 \uc788\uc73c\uba70, Python\uc758 Pandas \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc27d\uac8c \ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>import pandas as pd\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv(\"financial_data.csv\")\n# \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ub178\uc774\uc988 \ucd94\uac00\nnoisy_data = data + np.random.normal(0, 0.5, data.shape)<\/code><\/pre>\n<h3>4.2 \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<p>\ub2e4\uc74c\uc73c\ub85c, Keras \ub4f1\uc758 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>from keras.layers import Input, Dense\nfrom keras.models import Model\n\n# \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378 \uc815\uc758\ninput_data = Input(shape=(noisy_data.shape[1],))\nencoded = Dense(64, activation='relu')(input_data)\nbottleneck = Dense(32, activation='relu')(encoded)\ndecoded = Dense(64, activation='relu')(bottleneck)\noutput_data = Dense(noisy_data.shape[1], activation='sigmoid')(decoded)\n\nautoencoder = Model(input_data, output_data)\nautoencoder.compile(optimizer='adam', loss='mean_squared_error')<\/code><\/pre>\n<h3>4.3 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n<p>\ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574, \uc190\uc0c1\ub41c \ub370\uc774\ud130\ub97c \ud6c8\ub828\uc14b\uc73c\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre><code># \ubaa8\ub378 \ud559\uc2b5\nautoencoder.fit(noisy_data, noisy_data, epochs=50, batch_size=256, shuffle=True)<\/code><\/pre>\n<h3>4.4 \ub370\uc774\ud130 \uc7ac\uad6c\uc131<\/h3>\n<p>\ud559\uc2b5 \ud6c4, \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc774\uc6a9\ud574 \ub178\uc774\uc988\uac00 \uc81c\uac70\ub41c \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code># \ub178\uc774\uc988 \uc81c\uac70\ub41c \ub370\uc774\ud130 \uc0dd\uc131\ndenoised_data = autoencoder.predict(noisy_data)<\/code><\/pre>\n<h2>5. \uacb0\uacfc \ubd84\uc11d<\/h2>\n<h3>5.1 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n<p>\ub178\uc774\uc988 \uc81c\uac70\uc758 \uc131\ub2a5\uc740 \uc77c\ubc18\uc801\uc73c\ub85c RMSE(\ud3c9\uade0 \uc81c\uacf1\uadfc \uc624\ucc28)\uc640 \uac19\uc740 \uc9c0\ud45c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>from sklearn.metrics import mean_squared_error\n\n# \uc131\ub2a5 \ud3c9\uac00\nmse = mean_squared_error(data, denoised_data)\nrmse = np.sqrt(mse)\nprint(f\"RMSE: {rmse}\")<\/code><\/pre>\n<h3>5.2 \ub370\uc774\ud130 \uc2dc\uac01\ud654<\/h3>\n<p>\uc6d0\ubcf8 \ub370\uc774\ud130, \ub178\uc774\uc988\uac00 \ucd94\uac00\ub41c \ub370\uc774\ud130, \ub178\uc774\uc988\uac00 \uc81c\uac70\ub41c \ub370\uc774\ud130\ub97c \ube44\uad50\ud558\uae30 \uc704\ud574 \uc2dc\uac01\ud654\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Matplotlib\uc744 \uc0ac\uc6a9\ud558\uba74 \uc2dc\uac01\ud654\uac00 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>import matplotlib.pyplot as plt\n\nplt.figure(figsize=(14, 5))\nplt.subplot(1, 3, 1)\nplt.title(\"Original Data\")\nplt.plot(data)\n\nplt.subplot(1, 3, 2)\nplt.title(\"Noisy Data\")\nplt.plot(noisy_data)\n\nplt.subplot(1, 3, 3)\nplt.title(\"Denoised Data\")\nplt.plot(denoised_data)\n\nplt.show()<\/code><\/pre>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ub370\uc774\ud130 \ub178\uc774\uc988 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ubc29\ubc95\uc73c\ub85c \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ub370\uc774\ud130\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc774\uba70, \uae68\ub057\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ub294 \uc131\uacf5\uc801\uc778 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc190\uc0c1\ub41c \ub370\uc774\ud130\ub97c \uc218\uc815\ud568\uc73c\ub85c\uc368 \ubaa8\ub378\uc758 \uc608\uce21\ub825\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc73c\uba70, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacfc\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>7. \ubd80\ub85d<\/h2>\n<h3>7.1 \ucc38\uace0 \ubb38\ud5cc<\/h3>\n<ul>\n<li>Goodfellow, Ian, et al. &#8220;Deep Learning.&#8221; Cambridge: MIT Press, 2016.<\/li>\n<li>Bengio, Yoshua, et al. &#8220;Learning Deep Architectures for AI.&#8221; Foundations and Trends in Machine Learning, 2013.<\/li>\n<li>Kearns, Michael, and Yurii Nesterov. &#8220;A Quantum-Inspired Algorithm for Uniform Sampling.&#8221; Machine Learning, 2018.<\/li>\n<\/ul>\n<h3>7.2 \ucd94\uac00 \uc790\ub8cc<\/h3>\n<p>\ucd94\uac00\uc801\uc778 \ud559\uc2b5\uc744 \uc6d0\ud558\uc2dc\ub294 \ubd84\ub4e4\uc740 \ub2e4\uc74c \uc790\ub8cc\ub97c \ucc38\uace0\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/www.tensorflow.org\/tutorials\/generative\/autoencoder\" target=\"_blank\" rel=\"noopener\">TensorFlow Autoencoder Tutorial<\/a><\/li>\n<li><a href=\"https:\/\/keras.io\/examples\/generative\/autoencoder\/\" target=\"_blank\" rel=\"noopener\">Keras Autoencoder Example<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/denoising-autoencoders-for-real-world-noisy-data-acb764836d\" target=\"_blank\" rel=\"noopener\">Denoising Autoencoders for Real-World Noisy Data<\/a><\/li>\n<\/ul>\n<h2>8. \ud53c\ub4dc\ubc31 \ubc0f \ubb38\uc758<\/h2>\n<p>\uc774 \uac15\uc88c\uac00 \uc720\uc6a9\ud558\uc168\ub2e4\uba74 \ub313\uae00\ub85c \ud53c\ub4dc\ubc31\uc744 \uc8fc\uc2dc\uac70\ub098 \ucd94\uac00 \uc9c8\ubb38\uc774 \uc788\uc73c\uc2dc\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \ubb38\uc758\ud574 \uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \ub354\uc6b1\ub354 \ubc1c\uc804\ub41c \ucf58\ud150\uce20\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \ud56d\uc0c1 \ub178\ub825\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \uae09\uc99d\ud558\uba74\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \ud06c\uac8c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae08\uc735 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ub178\uc774\uc988\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uae30 \uc27d\uace0, \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud574 \uc190\uc0c1\ub41c \ub370\uc774\ud130\ub97c \uc218\uc815\ud558\ub294 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/28872\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815&#8221;<\/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-28872","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815 - \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\/28872\/\" \/>\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, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \uae09\uc99d\ud558\uba74\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \ud06c\uac8c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae08\uc735 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ub178\uc774\uc988\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uae30 \uc27d\uace0, \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud574 \uc190\uc0c1\ub41c \ub370\uc774\ud130\ub97c \uc218\uc815\ud558\ub294 &hellip; \ub354 \ubcf4\uae30 &quot;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28872\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:15:29+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:56:42+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\/28872\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28872\/\"},\"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, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815\",\"datePublished\":\"2024-10-27T16:15:29+00:00\",\"dateModified\":\"2024-11-26T06:56:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28872\/\"},\"wordCount\":61,\"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\/28872\/\",\"url\":\"https:\/\/atmokpo.com\/w\/28872\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-27T16:15:29+00:00\",\"dateModified\":\"2024-11-26T06:56:42+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28872\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/28872\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/28872\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/28872\/","og_locale":"ko_KR","og_type":"article","og_title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ucd5c\uadfc \uba87 \ub144 \uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \uae09\uc99d\ud558\uba74\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \ud06c\uac8c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae08\uc735 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ub178\uc774\uc988\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uae30 \uc27d\uace0, \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud574 \uc190\uc0c1\ub41c \ub370\uc774\ud130\ub97c \uc218\uc815\ud558\ub294 &hellip; \ub354 \ubcf4\uae30 \"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815\"","og_url":"https:\/\/atmokpo.com\/w\/28872\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-27T16:15:29+00:00","article_modified_time":"2024-11-26T06:56:42+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/28872\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/28872\/"},"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, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815","datePublished":"2024-10-27T16:15:29+00:00","dateModified":"2024-11-26T06:56:42+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/28872\/"},"wordCount":61,"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\/28872\/","url":"https:\/\/atmokpo.com\/w\/28872\/","name":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-27T16:15:29+00:00","dateModified":"2024-11-26T06:56:42+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/28872\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/28872\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/28872\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub178\uc774\uc988 \uc81c\uac70 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc190\uc0c1\ub41c \ub370\uc774\ud130 \uc218\uc815"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":29173,"url":"https:\/\/atmokpo.com\/w\/29173\/","url_meta":{"origin":28872,"position":0},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\uace0\ub9ac\ub4ec \ud2b8\ub808\uc774\ub529\uc758 \uc9c4\ud654","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ub3c4\uc785\ub418\uc5c8\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774 \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud574\uc654\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc751\uc6a9 \uc0ac\ub840\ub3c4 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\uc0b0\uc744\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29045,"url":"https:\/\/atmokpo.com\/w\/29045\/","url_meta":{"origin":28872,"position":1},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubcc0\ubd84 \uc624\ud1a0\uc778\ucf54\ub354\ub85c \uc0dd\uc131 \ubaa8\ub378\ub9c1","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ubcf8 \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \uc774\uc6a9\ud558\uc5ec \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95 \uc911 \ubcc0\ubd84 \uc624\ud1a0\uc778\ucf54\ub354(Variational Autoencoder, VAE) \uae30\ubc18\uc758 \uc0dd\uc131 \ubaa8\ub378\ub9c1\uc744 \uc911\uc810\uc801\uc73c\ub85c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub294 \ud000\ud2b8 \ub9e4\ub9e4\ub97c \uc6d0\ud558\ub294 \ud22c\uc790\uc790, \uac1c\ubc1c\uc790 \ubc0f \ub370\uc774\ud130 \uacfc\ud559\uc790 \ubaa8\ub450\uc5d0\uac8c \uc720\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29465,"url":"https:\/\/atmokpo.com\/w\/29465\/","url_meta":{"origin":28872,"position":2},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud45c\ubcf8 \uc678 \uc218\uc775\ub960\ub85c \uc804\uc9c4 \ubd84\uc11d","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ucd5c\uadfc \uba87 \ub144 \uac04 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud2b8\ub808\uc774\ub529 \ubc29\uc2dd\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ub9ce\uc740 \ud22c\uc790\uc790\uc640 \ud000\ud2b8\ub4e4\uc774 \uc801\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uac00\ub2a5\uc131\uc740 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uc8fc\uc81c\uc778 \ud45c\ubcf8 \uc678 \uc218\uc775\ub960 \ubd84\uc11d(Out-of-Sample Return Analysis)\uae4c\uc9c0\ub97c \uc2ec\ub3c4 \uae4a\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29171,"url":"https:\/\/atmokpo.com\/w\/29171\/","url_meta":{"origin":28872,"position":3},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\uace0\ub9ac\ub4ec \uac1c\ucc99\uc790\ub294 \uc778\uac04\ubcf4\ub2e4 \uc6b0\uc704\uc5d0 \uc788\ub2e4","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc758 \uc9c0\uc18d\uc801\uc778 \ubcc0\ub3d9\uc131\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc \uc6d0\ub9ac,\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29041,"url":"https:\/\/atmokpo.com\/w\/29041\/","url_meta":{"origin":28872,"position":4},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubcc0\ub3d9\uc131 \uc9c0\ud45c","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ud604\ub300 \uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529(Algorithmic Trading)\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning) \ubc0f \ub525\ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc811\ubaa9\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc774 \ub354\uc6b1 \ub192\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uacfc \ubcc0\ub3d9\uc131 \uc9c0\ud45c\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \ub0b4\uc6a9\uc744 \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":28900,"url":"https:\/\/atmokpo.com\/w\/28900\/","url_meta":{"origin":28872,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud574\uc654\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc751\uc6a9\uae4c\uc9c0 \uc2ec\ub3c4 \uae4a\uac8c \uc0b4\ud3b4\ubcf4\uba70, \uc774\ub97c \uc704\ud55c \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2.\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28872","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=28872"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28872\/revisions"}],"predecessor-version":[{"id":28873,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28872\/revisions\/28873"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=28872"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=28872"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=28872"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}