\uac15\ud654\ud559\uc2b5:<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ud559\uc2b5\ud558\ub3c4\ub85d \uc720\ub3c4\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n2.2 \ub525\ub7ec\ub2dd\uc758 \uae30\uc220<\/h3>\n
\n \ub525\ub7ec\ub2dd\uc5d0\uc11c\ub294 \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \uace0\uae09 \ud45c\ud604\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd), RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd), LSTM(\uc7a5\ub2e8\uae30 \uae30\uc5b5\ub9dd) \ub4f1\uc758 \ub2e4\uc591\ud55c \uc544\ud0a4\ud14d\ucc98\uac00 \uc788\uc73c\uba70, \uc774\ub4e4\uc740 \uac01\uac01 \ud2b9\uc815\ud55c \uc720\ud615\uc758 \ub370\uc774\ud130(\uc608: \uc774\ubbf8\uc9c0, \uc2dc\uacc4\uc5f4)\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.\n<\/p>\n
3. \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \uc804\ub7b5\uc73c\ub85c\ub294 \uac00\uaca9 \uc608\uce21, \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654, \ub9ac\uc2a4\ud06c \uad00\ub9ac \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc804\ub7b5\uc744 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n
3.1 \uac00\uaca9 \uc608\uce21<\/h3>\n
\n \uac00\uaca9 \uc608\uce21\uc740 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud68c\uadc0 \ubd84\uc11d \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uac00\uc758 \ubcc0\ub3d9\uc131\uc744 \ud30c\uc545\ud569\ub2c8\ub2e4. LSTM \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\n# LSTM \ubaa8\ub378 \uc608\uc81c\nimport numpy as np\nimport pandas as pd\nfrom keras.models import Sequential\nfrom keras.layers import LSTM, Dense\n\n# \ub370\uc774\ud130 \uc900\ube44\ndata = pd.read_csv('stock_data.csv')\nX, y = preprocess(data)\n\n# LSTM \ubaa8\ub378 \uc0dd\uc131\nmodel = Sequential()\nmodel.add(LSTM(50, input_shape=(X.shape[1], X.shape[2])))\nmodel.add(Dense(1))\nmodel.compile(optimizer='adam', loss='mean_squared_error')\nmodel.fit(X, y, epochs=50, batch_size=32)\n<\/pre>\n3.2 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n
\n \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654\ub294 \uc790\uc0b0\uc758 \ubc30\ubd84\uc744 \ud1b5\ud574 \ub9ac\uc2a4\ud06c\ub97c \ucd5c\uc18c\ud654\ud558\uace0 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uba74 \ub2e4\uc591\ud55c \uc790\uc0b0\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\uace0 \ucd5c\uc801\uc758 \uc790\uc0b0 \ubc30\ubd84\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
3.3 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n
\n \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \ud22c\uc790 \uc704\ud5d8\uc744 \uce21\uc815\ud558\uace0 \ub300\uc751\ud558\ub294 \uacfc\uc815\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. VaR(\uac00\uce58 \uae30\uc900 \uc190\uc2e4) \ubaa8\ub378\uacfc \uac19\uc740 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9ac\uc2a4\ud06c\ub97c \uad00\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
4. \uace0\ube48\ub3c4 \ub9e4\ub9e4(HFT)\uc758 \uac1c\ub150 \ubc0f \uc911\uc694\uc131<\/h2>\n
\n \uace0\ube48\ub3c4 \ub9e4\ub9e4(HFT)\ub294 \ub192\uc740 \uac70\ub798 \ube48\ub3c4\uc640 \uc9e7\uc740 \uac70\ub798 \uc9c0\uc18d \uc2dc\uac04\uc744 \ud2b9\uc9d5\uc73c\ub85c \ud558\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud55c \ud615\ud0dc\uc785\ub2c8\ub2e4. HFT\ub294 \uc2dc\uc7a5\uc758 \ube44\ud6a8\uc728\uc131\uc744 \uc774\uc6a9\ud558\uc5ec \ube60\ub974\uac8c \uc218\uc775\uc744 \uc2e4\ud604\ud558\uace0\uc790 \ud558\ub294 \uc804\ub7b5\uc744 \ub530\ub985\ub2c8\ub2e4. HFT\uc758 \ud575\uc2ec \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
4.1 \uac70\ub798 \uc18d\ub3c4<\/h3>\n
\n HFT\ub294 \ubc00\ub9ac\ucd08 \ub2e8\uc704\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \uc18d\ub3c4\ub97c \uc694\uad6c\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ucd5c\uace0\uc758 \ud558\ub4dc\uc6e8\uc5b4\uc640 \ub124\ud2b8\uc6cc\ud06c \uc778\ud504\ub77c\ub97c \uac16\ucd94\uc5b4\uc57c \ud558\uba70, \uac70\ub798\uc18c\uc5d0 \uac00\uae4c\uc6b4 \uc704\uce58\uc5d0 \uc11c\ubc84\ub97c \ub450\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4.\n<\/p>\n
4.2 \uc54c\uace0\ub9ac\uc998<\/h3>\n
\n HFT\uc5d0\uc11c\ub294 \ud2b9\uc218\ud55c \uc54c\uace0\ub9ac\uc998\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ucc28\uc775 \uac70\ub798, \uc2dc\uc7a5 \uc870\uc131, \ud6c4\ud589 \uac70\ub798 \ub4f1 \uc5ec\ub7ec \uc804\ub7b5\uc774 HFT\uc5d0\uc11c \ub3d9\uc6d0\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b0\uc704\ub97c \uc810\ud558\ub824\ub294 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<\/p>\n
4.3 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n
\n HFT\ub294 \ub192\uc740 \uac70\ub798 \ube48\ub3c4\ub85c \uc778\ud574 \ub9ac\uc2a4\ud06c \uad00\ub9ac\uac00 \ud2b9\ud788 \uc911\uc694\ud569\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc774\uc0c1 \uac70\ub798\ub97c \uac10\uc9c0\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ud3ec\uc9c0\uc158\uc744 \uc870\uc815\ud558\ub294 \ubc29\uc2dd\uc744 \uc801\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/p>\n
5. \uba38\uc2e0\ub7ec\ub2dd\uacfc HFT\uc758 \uc735\ud569<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \uace0\ube48\ub3c4 \ub9e4\ub9e4\ub294 \uc11c\ub85c \uc0c1\ud638 \ubcf4\uc644\uc801\uc778 \uad00\uacc4\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uace0, HFT\ub97c \ud1b5\ud574 \uc774\ub97c \uc2e0\uc18d\ud558\uac8c \uc2e4\ud589\ud558\ub294 \uad6c\uc870\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ucd5c\uc2e0 \uc54c\uace0\ub9ac\uc998\uc740 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc720\uc0ac\ud55c \ud328\ud134\uc744 \uac00\uc9c4 \ub370\uc774\ud130\ub97c \uc870\ud569\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \uc2e0\uc18d\ud558\uac8c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
6. \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n
\n \uc5ec\ub7ec \ud22c\uc790 \uae30\uad00\uacfc \ud5e4\uc9c0\ud380\ub4dc\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc801\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n
6.1 A\uc0ac\uc758 \ucf00\uc774\uc2a4 \uc2a4\ud130\ub514<\/h3>\n
\n A\uc0ac\ub294 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uc5ec \ub9e4\ub144 20% \uc774\uc0c1\uc758 \uc218\uc775\ub960\uc744 \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub4e4\uc740 \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c \ud2b9\uc131 \uacf5\ud559(feature engineering)\uc744 \ud1b5\ud574 \uc720\uc758\ubbf8\ud55c \ud53c\ucc98\ub97c \ub3c4\ucd9c\ud588\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \ubaa8\ub378 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \uc559\uc0c1\ube14 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc5ec\ub7ec \ubaa8\ub378\uc758 \uc608\uce21 \uc131\ub2a5\uc744 \uacb0\ud569\ud588\uc2b5\ub2c8\ub2e4.\n<\/p>\n
6.2 B\uc0ac\uc758 \uace0\ube48\ub3c4 \ub9e4\ub9e4 \uc804\ub7b5<\/h3>\n
\n B\uc0ac\ub294 HFT\ub97c \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ube44\ud6a8\uc728\uc131\uc744 \uc7a1\uc544\ub0b4\ub294 \uc804\ub7b5\uc744 \uad6c\uc0ac\ud588\uc2b5\ub2c8\ub2e4. \uc2a4\ud504\ub808\ub4dc \ucd95\uc18c\uc640 \ucc28\uc775 \uac70\ub798 \uc804\ub7b5\uc744 \ud1b5\ud574 \ube60\ub978 \uc774\uc775 \uc2e4\ud604\uc5d0 \uc131\uacf5\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \uc608\uce21 \ubaa8\ub378\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \ud30c\uc545\ud558\uace0, \uac70\ub798\ub97c \uc2e0\uc18d\ud558\uac8c \uc2e4\ud589\ud588\uc2b5\ub2c8\ub2e4.\n<\/p>\n
7. \uacb0\ub860<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \uace0\ube48\ub3c4 \ub9e4\ub9e4\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \ub354\uc6b1 \ud6a8\uc728\uc801\uc778 \uac70\ub798 \uc804\ub7b5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c \ub2e4\ub8ec \uae30\ubc95 \ubc0f \uc804\ub7b5\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \ud604\uba85\ud55c \ud22c\uc790 \uacb0\uc815\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.\n<\/p>\n
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