\uc7a0\uc7ac\uc801\uc73c\ub85c \ub192\uc740 \uc218\uc775\uc744 \uac00\uc838\uc62c \uc218 \uc788\ub294 \ube44\uc2b7\ud55c \uc870\uac74\uc758 \uc790\uc0b0\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc608\uc2dc: \uc8fc\uc2dd \ub370\uc774\ud130 \uad70\uc9d1\ud654<\/h3>\n
\n \uc8fc\uc2dd\uc758 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\uc640 \uac70\ub798\ub7c9 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec DBSCAN\uc744 \uc801\uc6a9\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \ub2e8\uacc4\ub85c \ub098\ub220 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n
4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h4>\n
\n \uba3c\uc800, \ud2b9\uc815 \uae30\uc5c5\uc758 \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. Yahoo Finance\uc640 \uac19\uc740 API\ub97c \ud1b5\ud574 \uacfc\uac70 \uc8fc\uc2dd \uac00\uaca9\uacfc \uac70\ub798\ub7c9 \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc544\ub798\uc640 \uac19\uc774 \ud30c\uc774\uc36c\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n<\/p>\n
import pandas as pd\nimport yfinance as yf\n\n# \ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc\ndata = yf.download(\"AAPL\", start=\"2020-01-01\", end=\"2023-01-01\")\ndata = data[['Close', 'Volume']].reset_index()\ndata.head()<\/code><\/pre>\n4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h4>\n
\n \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uce21\uce58\ub294 \uc81c\uac70\ud558\uace0, \ud544\uc694\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \uc815\uaddc\ud654(Normalization)\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc608\uc2dc \ucf54\ub4dc\ub294 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
from sklearn.preprocessing import StandardScaler\n\n# \uacb0\uce21\uce58 \uc81c\uac70\ndata.dropna(inplace=True)\n\n# \uc815\uaddc\ud654\nscaler = StandardScaler()\nscaled_data = scaler.fit_transform(data[['Close', 'Volume']])<\/code><\/pre>\n4.3 DBSCAN \uc801\uc6a9<\/h4>\n
\n \uc774\uc81c DBSCAN \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud558\uc5ec \ud56d\ubaa9\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uad70\uc9d1\ud654\ub418\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 DBSCAN\uc744 \uc801\uc6a9\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4:\n<\/p>\n
from sklearn.cluster import DBSCAN\nimport matplotlib.pyplot as plt\n\n# DBSCAN \ubaa8\ub378 \uc0dd\uc131\ndbscan = DBSCAN(eps=0.5, min_samples=5)\nclusters = dbscan.fit_predict(scaled_data)\n\n# \uacb0\uacfc \uc2dc\uac01\ud654\nplt.scatter(scaled_data[:, 0], scaled_data[:, 1], c=clusters)\nplt.xlabel(\"\uac00\uaca9 (\uc815\uaddc\ud654)\")\nplt.ylabel(\"\uac70\ub798\ub7c9 (\uc815\uaddc\ud654)\")\nplt.title(\"DBSCAN \uad70\uc9d1\ud654 \uacb0\uacfc\")\nplt.show()<\/code><\/pre>\n4.4 \uacb0\uacfc \ud574\uc11d<\/h4>\n
\n \uc704\uc758 \uadf8\ub798\ud504\ub294 \uc8fc\uc2dd \uac00\uaca9\uacfc \uac70\ub798\ub7c9 \ub370\uc774\ud130\uc758 \uad70\uc9d1\ud654\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uac01 \uc0c9\uc0c1\uc740 \uad70\uc9d1\uc744 \ub098\ud0c0\ub0b4\uba70, \ubc30\uacbd\uc774 \uc788\ub294 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub294 \ub178\uc774\uc988\ub85c \ubd84\ub958\ub41c \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc5b4\ub5a4 \uc8fc\uc2dd\uc774 \uc11c\ub85c \ube44\uc2b7\ud55c \ud2b9\uc131\uc744 \uac00\uc9c0\ub294\uc9c0 \uc27d\uac8c \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5. \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654\uc640 \ud22c\uc790 \uc804\ub7b5<\/h2>\n
\n \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654\ub97c \ud65c\uc6a9\ud558\uc5ec \ud22c\uc790 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uad70\uc9d1\uc5d0 \uc18d\ud558\ub294 \uc8fc\uc2dd\ub4e4\uc758 \ud3c9\uade0 \uc131\uacfc\ub97c \ubd84\uc11d\ud558\uc5ec \ud574\ub2f9 \uad70\uc9d1\uc5d0 \ud22c\uc790\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uad70\uc9d1 \ub0b4\uc758 \ub2e4\uc591\ud55c \uc8fc\uc2dd \uac04 \uc0c1\uad00\uad00\uacc4\ub97c \ubd84\uc11d\ud558\uc5ec \ub2e4\uac01\uc801\uc778 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5.1 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n
\n \ud22c\uc790 \uc2dc \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \ubb34\uc5c7\ubcf4\ub2e4 \uc911\uc694\ud569\ub2c8\ub2e4. DBSCAN\uc744 \uc774\uc6a9\ud574 \uad70\uc9d1\ud654\ud55c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ube44\uc2b7\ud55c \uc131\uaca9\uc758 \uc790\uc0b0\uc5d0 \ud22c\uc790\ud560 \uacbd\uc6b0, \ud558\ub098\uc758 \uad70\uc9d1 \ub0b4\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub9ac\uc2a4\ud06c\ub97c \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uad70\uc9d1 \ub0b4 \uc5ec\ub7ec \uc790\uc0b0\uc758 \ubcc0\ub3d9\uc131\uc744 \ubd84\uc11d\ud558\uc5ec \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \ucd1d \ub9ac\uc2a4\ud06c\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5.2 \uc790\ub3d9 \ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998 \uad6c\ucd95<\/h3>\n
\n \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654\ub97c \ud1b5\ud574 \ubc1c\uacac\ub41c \uad70\uc9d1 \uc815\ubcf4\ub97c \uc790\ub3d9 \ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc5d0 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad70\uc9d1\uc5d0 \ub530\ub77c \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc790\ub3d9\uc73c\ub85c \ubc1c\uc0dd\uc2dc\ud0a4\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uac04\ub2e8\ud55c \uc54c\uace0\ub9ac\uc998 \uad6c\ucd95 \uc608\uc2dc\uc785\ub2c8\ub2e4:\n<\/p>\n
def trading_strategy(data):\n clusters = find_clusters(data) # \ub370\uc774\ud130\uc5d0\uc11c \uad70\uc9d1 \ucc3e\uae30\n for cluster in clusters:\n if average_performance(cluster) > threshold:\n buy(cluster) # \ub9e4\uc218 \uc2e0\ud638\n else:\n sell(cluster) # \ub9e4\ub3c4 \uc2e0\ud638\n<\/code><\/pre>\n6. \uacb0\ub860<\/h2>\n
\n \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654(DBSCAN)\ub294 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uad6c\uc870\ub97c \uc774\ud574\ud558\uace0 \uc720\uc0ac\ud55c \uc131\uc9c8\uc744 \uac00\uc9c4 \uc790\uc0b0\uc744 \uadf8\ub8f9\ud654\ud568\uc73c\ub85c\uc368, \ub354\uc6b1 \ud6a8\uacfc\uc801\uc778 \ud22c\uc790 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud574 \uc774\ub7ec\ud55c \uad70\uc9d1\ud654 \ubc29\ubc95\uc744 \uc790\ub3d9\ud654\ud558\uba74, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\n \uae08\uc735 \uc2dc\uc7a5\uc740 \uc5b8\uc81c\ub098 \ubcc0\ud654\ubb34\uc30d\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc9c0\uc18d\uc801\uc778 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uae30\uacc4 \ud559\uc2b5 \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c \ub354\uc6b1 \uc815\uad50\ud55c \ud22c\uc790 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \ub2a5\ub825\uc774 \uc911\uc694\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubc1c\uc804\uc744 \uae30\ub300\ud569\ub2c8\ub2e4.\n<\/p>\n
\n \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ube14\ub85c\uadf8 \uae00\uc744 \ub9c8\ubb34\ub9ac\ud558\uba70 \uc774 \uae00\uc774 \uc5ec\ub7ec\ubd84\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ud544\uc694\ud55c \uc815\ubcf4\ub098 \ub354 \uc54c\uace0 \uc2f6\uc73c\uc2e0 \uc810\uc774 \uc788\ub2e4\uba74 \ub313\uae00\uc774\ub098 \uc774\uba54\uc77c\ub85c \ubb38\uc758\ud574 \uc8fc\uc138\uc694!\n<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uacfc \ubcc0\ub3d9\uc131\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \ub3c4\uc804\uc801\uc778 \uc77c\uc785\ub2c8\ub2e4. \ud2b9\ud788, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \ud65c\uc131\ud654\ub418\uba74\uc11c \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \ub178\ub825\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95 \uc911 \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654\uc5d0 \ub300\ud574 \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 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ud559\uc801 \ub610\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub85c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654”<\/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-29011","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, \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654 - \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\/29011\/\" \/>\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, \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uacfc \ubcc0\ub3d9\uc131\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \ub3c4\uc804\uc801\uc778 \uc77c\uc785\ub2c8\ub2e4. \ud2b9\ud788, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \ud65c\uc131\ud654\ub418\uba74\uc11c \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \ub178\ub825\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95 \uc911 \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654\uc5d0 \ub300\ud574 \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 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ud559\uc801 \ub610\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub85c … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubc00\ub3c4 \uae30\ubc18 \uad70\uc9d1\ud654"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29011\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" 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