\uae30\ud0c0 \uad00\ub828 \uc9c0\ud45c (\uc608: MACD, RSI \ub4f1)<\/li>\n<\/ul>\n\n \uc774 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud53c\uccd0 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc218\ud589\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud53c\uccd0 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \uc608\uce21 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uacb0\uc815\ud558\ub294 \ub370
\n \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0, \ubcc0\ub3d9\uc131 \ub4f1 \ub2e4\uc591\ud55c \uae08\uc735 \uc9c0\ud45c\ub97c \ucd94\uac00\ud558\uc5ec \ubaa8\ub378\uc758 \ubcc0\ubcc4\ub825\uc744
\n \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
2.2. AdaBoost \ubaa8\ub378 \uad6c\ucd95<\/h3>\n
\n \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 Python\uc744 \uc0ac\uc6a9\ud558\uc5ec AdaBoost \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0, \uc774\ub97c \uc0ac\uc6a9\ud574 \uc8fc\uc2dd \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \uc608\uc81c\ub97c
\n \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\nimport pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import AdaBoostClassifier\nfrom sklearn.tree import DecisionTreeClassifier\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv('stock_data.csv')\n\n# \ud53c\uccd0 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\ndata['Price_Change'] = data['Close'].shift(-1) - data['Close']\ndata['Target'] = (data['Price_Change'] > 0).astype(int)\n\n# \ud544\uc694 \uc5c6\ub294 \uc5f4 \uc81c\uac70\ndata.drop(['Price_Change'], axis=1, inplace=True)\n\n# \ud2b9\uc9d5\uacfc \ub808\uc774\ube14 \ubd84\ub9ac\nX = data.drop(['Target'], axis=1)\ny = data['Target']\n\n# \ub370\uc774\ud130 \ubd84\ud560\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# AdaBoost \ubaa8\ub378\nmodel = AdaBoostClassifier(base_estimator=DecisionTreeClassifier(max_depth=1), n_estimators=50, random_state=42)\nmodel.fit(X_train, y_train)\n\n# \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00\naccuracy = model.score(X_test, y_test)\nprint('Test accuracy: ', accuracy)\n <\/code><\/pre>\n\n \uc704 \ucf54\ub4dc\ub294 \uae30\ubcf8\uc801\uc778 AdaBoost \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4. \uc8fc\uc758\ud574\uc57c \ud560 \uc810\uc740 \ub370\uc774\ud130 \uc14b\uc758 \ud488\uc9c8\uacfc
\n \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud53c\uccd0\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n
3. \ubaa8\ub378\uc758 \uc131\uacfc \ubc0f \uac1c\uc120<\/h2>\n
\n \ubaa8\ub378\uc744 \uad6c\ucd95\ud55c \ud6c4, \uc131\uacfc\ub294 \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc73c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc9c0\ud45c\ub294
\n \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n <\/p>\n
\n- \uc815\ud655\ub3c4 (Accuracy)<\/li>\n
- \uc815\ubc00\ub3c4 (Precision)<\/li>\n
- \uc7ac\ud604\uc728 (Recall)<\/li>\n
- F1 \uc810\uc218<\/li>\n
- ROC \uace1\uc120 \uc544\ub798 \uba74\uc801 (AUC)<\/li>\n<\/ul>\n
\n \uc774\uc640 \uac19\uc740 \uc131\uacfc\uc9c0\ud45c\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc608\uce21 \uc131\ub2a5\uc744 \ud3c9\uac00\ud55c \ud6c4, \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \uac1c\uc120\ud558\ub294
\n \ubc29\ubc95\uc744 \ubaa8\uc0c9\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, n_estimators(\uc57d\ud55c \ubaa8\ub378 \uac1c\uc218), base_estimator(\uae30\ubcf8 \ud559\uc2b5\uae30 \uc720\ud615) \ub4f1\uc744
\n \uc870\uc815\ud558\uc5ec \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4. \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \uac00\uc7a5 \uc911\uc694\ud55c \uc0ac\ud56d \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubaa8\ub378\uc758 \uc608\uce21\uc774 \ud56d\uc0c1 \uc815\ud655\ud558\uc9c0 \uc54a\uae30
\n \ub54c\ubb38\uc5d0 \uc804\ub7b5\uc758 \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ubc29\ubc95\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ub2e4\uc591\ud654, \uc190\uc808\ub9e4 \uc804\ub7b5, \uac00\uc911\uce58
\n \uc870\uc815 \ub4f1\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n
5. \uacb0\ub860<\/h2>\n
\n \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uc801\uc751\ud615 \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud55c \uc774\ud574\uc640 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc758 \uc801\uc6a9 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4.
\n \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \ud65c\uc6a9 \ubc29\ubc95\ub3c4 \uc810\uc810 \ub354 \uc9c4\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc801\uc751\ud615 \ubd80\uc2a4\ud305\uc740 \uadf8 \uc911 \ud558\ub098\ub85c, \ud6a8\uc728\uc801\uc778 \ud22c\uc790 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \uc811\uadfc\ubc95\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \uc55e\uc73c\ub85c\ub3c4 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc18d\uc801\uc73c\ub85c
\n \ud559\uc2b5\ud558\uace0 \uc5f0\uad6c\ud574 \ub098\uac00\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.\n <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uac70\ub798 \uc804\ub7b5 \uac1c\ubc1c\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub9ce\uc740 \ubcc0\ud654\ub97c \uacaa\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc801\uc751\ud615 \ubd80\uc2a4\ud305(Adaptive Boosting, AdaBoost)\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \uae30\uc220\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uc801\uc751\ud615 \ubd80\uc2a4\ud305\uc758 \uc6d0\ub9ac\uc640 \ud568\uaed8 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc801\uc751\ud615 \ubd80\uc2a4\ud305(AdaBoost) \uac1c\uc694 \uc801\uc751\ud615 \ubd80\uc2a4\ud305(AdaBoost)\uc740 \ub2e4\uc591\ud55c \uc57d\ud55c \ud559\uc2b5\uae30\ub97c \uacb0\ud569\ud558\uc5ec \uac15\ud55c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uc791\ud558\uae30 \uc801\uc751\ud615 \ubd80\uc2a4\ud305”<\/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-29133","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, \uc2dc\uc791\ud558\uae30 \uc801\uc751\ud615 \ubd80\uc2a4\ud305 - \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 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\uae30\uc220\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uc801\uc751\ud615 \ubd80\uc2a4\ud305\uc758 \uc6d0\ub9ac\uc640 \ud568\uaed8 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc801\uc751\ud615 \ubd80\uc2a4\ud305(AdaBoost) \uac1c\uc694 \uc801\uc751\ud615 \ubd80\uc2a4\ud305(AdaBoost)\uc740 \ub2e4\uc591\ud55c \uc57d\ud55c \ud559\uc2b5\uae30\ub97c \uacb0\ud569\ud558\uc5ec \uac15\ud55c … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uc791\ud558\uae30 \uc801\uc751\ud615 \ubd80\uc2a4\ud305"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29133\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:16:56+00:00\" \/>\n<meta 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\ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uc791\ud558\uae30 \uc801\uc751\ud615 \ubd80\uc2a4\ud305\",\"datePublished\":\"2024-10-27T16:16:56+00:00\",\"dateModified\":\"2024-11-26T06:54:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29133\/\"},\"wordCount\":26,\"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\/29133\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29133\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uc791\ud558\uae30 \uc801\uc751\ud615 \ubd80\uc2a4\ud305 - 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