\ubcc0\ub3d9\uc131:<\/strong> \ub192\uc740 \ubcc0\ub3d9\uc131\uc744 \uac00\uc9c4 \uc790\uc0b0 \uc30d\uc740 \ub354 \ub192\uc740 \uac70\ub798 \uae30\ud68c\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc0b0 \uc30d \uc120\ud0dd \ubc29\ubc95<\/h2>\n4.1 \uc0c1\uad00\uad00\uacc4 \ubd84\uc11d<\/h3>\n
\n \uc790\uc0b0 \uc30d\uc744 \uc120\ud0dd\ud558\uae30 \uc704\ud574 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \uc11c\ub85c\uc758 \uac00\uaca9 \uc6c0\uc9c1\uc784 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubd84\uc11d\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uac01 \uc790\uc0b0\uc758 \uac00\uaca9 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc0c1\uad00\uacc4\uc218\ub97c \uacc4\uc0b0\ud558\uc5ec \uad00\ub828\uc131\uacfc \uac15\ub3c4\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \ud53c\uc5b4\uc2a8 \uc0c1\uad00\uacc4\uc218\ub85c, \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4:\n<\/p>\n
import numpy as np\n\n# \ub450 \uc790\uc0b0\uc758 \uac00\uaca9 \ub370\uc774\ud130\nasset1 = np.array([...]) # \uc790\uc0b0 1\uc758 \uac00\uaca9\nasset2 = np.array([...]) # \uc790\uc0b0 2\uc758 \uac00\uaca9\n\n# \ud53c\uc5b4\uc2a8 \uc0c1\uad00\uacc4\uc218 \uacc4\uc0b0\ncorrelation = np.corrcoef(asset1, asset2)[0, 1]\n<\/code><\/pre>\n\n \uc0c1\uad00\uacc4\uc218\uc758 \uac12\uc774 1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \ub450 \uc790\uc0b0\uc740 \uac15\ud55c \uc591\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \uac00\uc9c0\uba70, -1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uac15\ud55c \uc74c\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<\/p>\n
4.2 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/h3>\n
\n \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc5ec\ub7ec \uc790\uc0b0\uc744 \uadf8\ub8f9\ud654\ud558\uc5ec \uc720\uc0ac\ud55c \uac00\uaca9 \ud328\ud134\uc744 \uac00\uc9c4 \uc790\uc0b0\ub4e4\uc744 \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. K-\ud3c9\uade0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uac19\uc740 \ubc29\ubc95\uc774 \uc790\uc8fc \uc0ac\uc6a9\ub418\uba70, \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n<\/p>\n
from sklearn.cluster import KMeans\n\n# \uac00\uaca9 \ub370\uc774\ud130\ub97c \ud074\ub7ec\uc2a4\ud130\ub9c1\ndata = np.array([...]) # \uc5ec\ub7ec \uc790\uc0b0\uc758 \uac00\uaca9 \ub370\uc774\ud130\nkmeans = KMeans(n_clusters=5) # \ud074\ub7ec\uc2a4\ud130 \uc218 \uc124\uc815\nkmeans.fit(data)\nclusters = kmeans.predict(data)\n<\/code><\/pre>\n\n \uc774\ub97c \ud1b5\ud574 \uc720\uc0ac\ud55c \uc6c0\uc9c1\uc784\uc744 \ubcf4\uc774\ub294 \uc790\uc0b0\uad70\uc744 \uc2dd\ubcc4\ud558\uace0, \uac01 \uad70\uc5d0\uc11c \ucd5c\uc801\uc758 \ud2b8\ub808\uc774\ub529 \uae30\ud68c\ub97c \ud3ec\ucc29\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
4.3 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc801\uc6a9<\/h3>\n
\n \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\uc0b0 \uc30d\uc758 \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \uace0\uae09 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\ub294 \uc2dc\uac04\uc5d0 \ub530\ub978 \uc758\uc874\uc131\uc744 \uc798 \ud559\uc2b5\ud560 \uc218 \uc788\uc5b4, \uac00\uaca9 \uc608\uce21\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. LSTM \ub124\ud2b8\uc6cc\ud06c\ub97c \uad6c\uc131\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
import tensorflow as tf\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import LSTM, Dense\n\n# LSTM \ubaa8\ub378 \uad6c\uc131\nmodel = Sequential()\nmodel.add(LSTM(50, return_sequences=True, input_shape=(timesteps, features)))\nmodel.add(LSTM(50))\nmodel.add(Dense(1))\nmodel.compile(optimizer='adam', loss='mean_squared_error')\n<\/code><\/pre>\n\n \ubaa8\ub378\uc744 \uad6c\uc131\ud55c \ud6c4 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc790\uc0b0 \uc30d\uc758 \uac00\uaca9\uc744 \uc608\uce21\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ud2b8\ub808\uc774\ub529 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5. \ud568\uaed8 \uc6c0\uc9c1\uc774\ub294 \uc790\uc0b0 \uc30d\uc758 \uc120\ud0dd<\/h2>\n
\n \ud568\uaed8 \uc6c0\uc9c1\uc774\ub294 \uc790\uc0b0 \uc30d\uc744 \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc740 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \ud5e4\uc9c0 \uc804\ub7b5\uc774\ub098 \ucc28\uc775\uac70\ub798 \uc804\ub7b5\uc5d0\uc11c \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \ub450 \uac00\uc9c0 \uc811\uadfc \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5.1 \uc30d \uac70\ub798 \uc804\ub7b5<\/h3>\n
\n \uc30d \uac70\ub798\ub294 \ub450 \uc790\uc0b0 \uac04\uc758 \uc0c1\ub300\uc801 \uac00\uaca9 \ubcc0\ub3d9\uc131\uc744 \uc774\uc6a9\ud55c \uc804\ub7b5\uc785\ub2c8\ub2e4. \ub450 \uc790\uc0b0\uc758 \uac00\uaca9\uc774 \uc77c\uc2dc\uc801\uc73c\ub85c \ubd84\ub9ac\ub418\uba74, \ub2e4\uc2dc \uc218\ub834\ud560 \uac83\uc774\ub77c\ub294 \uac00\uc815 \ud558\uc5d0 \ub2e8\uae30\uc801\uc73c\ub85c \ub9e4\uc218\uc640 \ub9e4\ub3c4\ub97c \ub3d9\uc2dc\uc5d0 \uc9c4\ud589\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubd88\ub9ac\ud55c \uac00\uaca9 \ubcc0\ub3d9\uc5d0 \ub300\ud55c \ub9ac\uc2a4\ud06c\ub97c \uc904\uc774\uace0 \uc774\uc775\uc744 \ucd94\uad6c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5.2 \ub3d9\uc801 \ud5e4\uc9c0 \uc804\ub7b5<\/h3>\n
\n \ub3d9\uc801 \ud5e4\uc9c0 \uc804\ub7b5\uc740 \uc0c1\uad00\uad00\uacc4\uac00 \uc788\ub294 \uc790\uc0b0\ub4e4\uc744 \uc120\ud0dd\ud558\uc5ec \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \uc804\uccb4 \ub9ac\uc2a4\ud06c\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc790\uc0b0 \uac04\uc758 \uac00\uaca9 \ubcc0\ud654\uac00 \ub3d9\uc77c\ud55c \ubc29\ud5a5\uc73c\ub85c \uc6c0\uc9c1\uc774\uba74\uc11c\ub3c4 \uac01\uac01\uc758 \uc790\uc0b0\uc758 \ubcc0\ub3d9\uc131\uc774 \uc11c\ub85c \ub2e4\ub97c \ub54c, \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \ub9ac\uc2a4\ud06c\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2e0\ub8b0\ub3c4 \ub192\uc740 \ub9ac\ud134\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\uacb0\ub860<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc790\uc0b0 \uc30d\uc744 \uc120\ud0dd\ud558\ub294 \ubc29\ubc95\uc740 \ub9e4\uc6b0 \ub2e4\uc591\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ubaa8\ub378\ub9c1 \uae30\ubc95\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uc2dc\uc7a5\uc758 \u0446\ub9ac\ubcc0\ud654 \ud328\ud134\uc744 \uc774\ud574\ud558\uace0, \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc0b0 \uc30d\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc120\ud0dd\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc804\ub7b5\uc744 \uc124\uc815\ud558\ub294 \uac83\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacf5\uc744 \uc88c\uc6b0\ud558\ub294 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\uc640 \uc560\ub110\ub9ac\ud2f1\uc2a4\ub97c \ud65c\uc6a9\ud55c \uc758\uc0ac\uacb0\uc815\uc774 \ub354\uc6b1 \uc911\uc694\ud574\uc9c0\ub294 \uc2dc\ub300\uc5d0\uc11c, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \uc801\uc808\ud788 \ud65c\uc6a9\ud55c\ub2e4\uba74 \ud22c\uc790 \uc131\uacfc\ub97c \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\n<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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