{"id":754,"date":"2024-07-11T08:20:33","date_gmt":"2024-07-11T08:20:33","guid":{"rendered":"http:\/\/www.ohsumin.com\/?p=754"},"modified":"2025-06-11T01:23:00","modified_gmt":"2025-06-11T01:23:00","slug":"svm","status":"publish","type":"post","link":"http:\/\/www.inmining.co.kr\/?p=754","title":{"rendered":"SVM(Support Vector Machine)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\\(\\)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machine, SVM)\uc740 \ubd84\ub958 \ubc0f \ud68c\uadc0 \ubd84\uc11d\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uac15\ub825\ud55c \uc9c0\ub3c4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. SVM\uc740 \uc8fc\ub85c \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uba70, \ub370\uc774\ud130\ub97c \ub2e4\ub978 \ud074\ub798\uc2a4 \uac04\uc758 \uacbd\uacc4\ub85c \ubd84\ub9ac\ud558\ub294 \ucd08\ud3c9\uba74(hyperplane)\uc744 \ucc3e\ub294 \uac83\uc774 \ubaa9\ud45c\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SVM%EC%9D%98_%EC%A3%BC%EC%9A%94_%EA%B0%9C%EB%85%90\"><\/span>SVM\uc758 \uc8fc\uc694 \uac1c\ub150<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ucd08\ud3c9\uba74(Hyperplane)<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucd08\ud3c9\uba74\uc740 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ub450 \uac1c\uc758 \ud074\ub798\uc2a4 \ub610\ub294 \ub354 \ub9ce\uc740 \ud074\ub798\uc2a4 \uc0ac\uc774\ub85c \ubd84\ub9ac\ud558\ub294 \uacb0\uc815 \uacbd\uacc4\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>2\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c\ub294 \uc120, 3\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c\ub294 \ud3c9\uba74\uc774\uba70, \ub354 \ub192\uc740 \ucc28\uc6d0\uc5d0\uc11c\ub294 \ucd08\ud3c9\uba74\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ub9c8\uc9c4(Margin)<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub9c8\uc9c4\uc740 \uacb0\uc815 \uacbd\uacc4\uc640 \uac00\uc7a5 \uac00\uae4c\uc6b4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8(\uc11c\ud3ec\ud2b8 \ubca1\ud130) \uc0ac\uc774\uc758 \uac70\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>SVM\uc740 \ub9c8\uc9c4\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ucd08\ud3c9\uba74\uc744 \ucc3e\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\uc11c\ud3ec\ud2b8 \ubca1\ud130(Support Vectors)<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc11c\ud3ec\ud2b8 \ubca1\ud130\ub294 \uacb0\uc815 \uacbd\uacc4\uc5d0 \uac00\uc7a5 \uac00\uae4c\uc6b4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc774 \ud3ec\uc778\ud2b8\ub4e4\uc740 \ucd08\ud3c9\uba74\uc744 \uc815\uc758\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ucee4\ub110 \ud2b8\ub9ad(Kernel Trick)<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SVM\uc740 \uc120\ud615 \ubd84\ub958\ubfd0\ub9cc \uc544\ub2c8\ub77c \ube44\uc120\ud615 \ubd84\ub958\ub3c4 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucee4\ub110 \ud568\uc218\ub294 \ub370\uc774\ud130\ub97c \uace0\ucc28\uc6d0 \ud2b9\uc9d5 \uacf5\uac04\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec \ube44\uc120\ud615 \ubd84\ub958 \ubb38\uc81c\ub97c \uc120\ud615 \ubd84\ub958 \ubb38\uc81c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub300\ud45c\uc801\uc778 \ucee4\ub110 \ud568\uc218\ub85c\ub294 \uc120\ud615 \ucee4\ub110, \ub2e4\ud56d\uc2dd \ucee4\ub110, RBF(\ubc29\uc0ac \uae30\uc800 \ud568\uc218) \ucee4\ub110 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SVM%EC%9D%98_%EC%88%98%ED%95%99%EC%A0%81_%EA%B0%9C%EB%85%90\"><\/span>SVM\uc758 \uc218\ud559\uc801 \uac1c\ub150<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\uacb0\uc815 \ucd08\ud3c9\uba74<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \ud3ec\uc778\ud2b8 (\\mathbf{x})\uac00 (w \\cdot \\mathbf{x} + b = 0)\uc774\ub77c\ub294 \ucd08\ud3c9\uba74\uc5d0 \uc758\ud574 \ubd84\ub9ac\ub41c\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>(w)\ub294 \ucd08\ud3c9\uba74\uc758 \uae30\uc6b8\uae30\ub97c \ub098\ud0c0\ub0b4\ub294 \ubca1\ud130, (b)\ub294 \ud3b8\ud5a5\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ucd5c\ub300 \ub9c8\uc9c4<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub9c8\uc9c4\uc740 (2 \/ |w|)\ub85c \uacc4\uc0b0\ub418\uba70, SVM\uc758 \ubaa9\ud45c\ub294 \uc774 \uac12\uc744 \ucd5c\ub300\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub9c8\uc9c4\uc744 \ucd5c\ub300\ud654\ud558\ub824\uba74 \uc81c\uc57d \uc870\uac74\uc744 \ub9cc\uc871\ud574\uc57c \ud569\ub2c8\ub2e4:<br>[<br>y_i (w \\cdot \\mathbf{x}_i + b) \\geq 1 \\quad \\forall i<br>]<\/li>\n\n\n\n<li>\uc5ec\uae30\uc11c (y_i)\ub294 \ud074\ub798\uc2a4 \ub808\uc774\ube14\uc774\uba70, (+1) \ub610\ub294 (-1) \uac12\uc744 \uac00\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ucd5c\uc801\ud654 \ubb38\uc81c<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc704\uc758 \uc81c\uc57d \uc870\uac74\uc744 \ub9cc\uc871\ud558\uba74\uc11c (w)\uc640 (b)\ub97c \ucc3e\uae30 \uc704\ud55c \ucd5c\uc801\ud654 \ubb38\uc81c\ub97c \ud480\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub77c\uadf8\ub791\uc8fc \uc2b9\uc218\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc801\ud654 \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ucee4\ub110 \ud568\uc218<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ube44\uc120\ud615 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\uae30 \uc704\ud574 \ucee4\ub110 \ud568\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ucee4\ub110 \ud568\uc218 (K(\\mathbf{x}_i, \\mathbf{x}_j))\ub294 \uace0\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c \ub450 \ubca1\ud130 \uac04\uc758 \ub0b4\uc801\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucee4\ub110 \ud568\uc218\uc758 \uc608:\n<ul class=\"wp-block-list\">\n<li>\uc120\ud615 \ucee4\ub110: (K(\\mathbf{x}_i, \\mathbf{x}_j) = \\mathbf{x}_i \\cdot \\mathbf{x}_j)<\/li>\n\n\n\n<li>\ub2e4\ud56d\uc2dd \ucee4\ub110: (K(\\mathbf{x}_i, \\mathbf{x}_j) = (\\mathbf{x}_i \\cdot \\mathbf{x}_j + 1)^d)<\/li>\n\n\n\n<li>RBF \ucee4\ub110: (K(\\mathbf{x}_i, \\mathbf{x}_j) = \\exp(-\\gamma |\\mathbf{x}_i &#8211; \\mathbf{x}_j|^2))<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SVM%EC%9D%98_%EC%9D%91%EC%9A%A9\"><\/span>SVM\uc758 \uc751\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc774\ubbf8\uc9c0 \ubd84\ub958<\/strong>: \uc5bc\uad74 \uc778\uc2dd, \uc0ac\ubb3c \uc778\uc2dd \ub4f1<\/li>\n\n\n\n<li><strong>\ud14d\uc2a4\ud2b8 \ubd84\ub958<\/strong>: \uc2a4\ud338 \uc774\uba54\uc77c \ud544\ud130\ub9c1, \uac10\uc815 \ubd84\uc11d \ub4f1<\/li>\n\n\n\n<li><strong>\uc0dd\ubb3c\uc815\ubcf4\ud559<\/strong>: \uc720\uc804\uc790 \ubd84\ub958, \ub2e8\ubc31\uc9c8 \uad6c\uc870 \uc608\uce21 \ub4f1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SVM%EC%9D%98_%EC%9E%A5%EB%8B%A8%EC%A0%90\"><\/span>SVM\uc758 \uc7a5\ub2e8\uc810<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc7a5\uc810<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc5d0\uc11c \uc798 \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uacb0\uc815 \uacbd\uacc4\uac00 \ubd84\uba85\ud558\uc5ec \uacfc\uc801\ud569(overfitting)\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub2e4\uc591\ud55c \ucee4\ub110\uc744 \ud1b5\ud574 \ube44\uc120\ud615 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ub2e8\uc810<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud070 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub294 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ub290\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucee4\ub110\uacfc \ub9e4\uac1c\ubcc0\uc218 \uc120\ud0dd\uc5d0 \ubbfc\uac10\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub2e4\uc911 \ud074\ub798\uc2a4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c\ub294 \ubcf5\uc7a1\ub3c4\uac00 \uc99d\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SVM_%EC%98%88%EC%A0%9C1\"><\/span>SVM \uc608\uc81c1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc740 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec SVM\uc744 \uc801\uc6a9\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from sklearn import datasets\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.svm import SVC\nfrom sklearn.metrics import accuracy_score\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\niris = datasets.load_iris()\nX = iris.data\ny = iris.target\n\n# \ub370\uc774\ud130 \ubd84\ud560\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n\n# SVM \ubaa8\ub378 \ud559\uc2b5\nmodel = SVC(kernel='linear')\nmodel.fit(X_train, y_train)\n\n# \uc608\uce21\ny_pred = model.predict(X_test)\n\n# \uc815\ud655\ub3c4 \ud3c9\uac00\naccuracy = accuracy_score(y_test, y_pred)\nprint(f'Accuracy: {accuracy:.2f}')<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uc608\uc81c\uc5d0\uc11c\ub294 Iris \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec SVM \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0, \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21 \uc815\ud655\ub3c4\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SVM_%EC%98%88%EC%A0%9C1-2\"><\/span>SVM \uc608\uc81c1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"664\" src=\"http:\/\/www.ohsumin.com\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2-1024x664.png\" alt=\"\" class=\"wp-image-965\" srcset=\"http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2-1024x664.png 1024w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2-300x195.png 300w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2-768x498.png 768w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2-1536x997.png 1536w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2-1320x856.png 1320w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2-920x597.png 920w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-3-2.png 1697w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc704 \uadf8\ub9bc\uc740 \uc120\ud615 \ucee4\ub110\uc744 \uc0ac\uc6a9\ud558\ub294 SVM \ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub370\uc774\ud130 \ud3ec\uc778\ud2b8<\/strong>: \ub450 \ud074\ub798\uc2a4\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uac00 \uc11c\ub85c \ub2e4\ub978 \uc0c9\uc73c\ub85c \ud45c\uc2dc\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uacb0\uc815 \ucd08\ud3c9\uba74<\/strong>: \uc2e4\uc120\uc740 \ub450 \ud074\ub798\uc2a4\ub97c \ubd84\ub9ac\ud558\ub294 \uacb0\uc815 \ucd08\ud3c9\uba74\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub9c8\uc9c4 \uacbd\uacc4<\/strong>: \ub450 \uac1c\uc758 \uc810\uc120\uc740 \ub9c8\uc9c4 \uacbd\uacc4\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774 \uacbd\uacc4\ub294 \uacb0\uc815 \ucd08\ud3c9\uba74\uc5d0\uc11c \uc77c\uc815\ud55c \uac70\ub9ac\ub97c \ub450\uace0 \uc788\uc73c\uba70, \uc774 \uc0ac\uc774\uc5d0 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uac00 \uc5c6\uc5b4\uc57c \ub9c8\uc9c4\uc774 \ucd5c\ub300\ud654\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc11c\ud3ec\ud2b8 \ubca1\ud130<\/strong>: \uc11c\ud3ec\ud2b8 \ubca1\ud130\ub294 \uacb0\uc815 \ucd08\ud3c9\uba74\uc5d0 \uac00\uc7a5 \uac00\uae4c\uc6b4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub85c, \ud070 \uc6d0\uc73c\ub85c \uac15\uc870 \ud45c\uc2dc\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ud3ec\ud2b8 \ubca1\ud130\ub294 \uacb0\uc815 \ucd08\ud3c9\uba74\uc744 \uc815\uc758\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uc2dc\uac01\ud654\ub294 SVM\uc774 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ubd84\ub958\ud558\uae30 \uc704\ud574 \uc5b4\ub5bb\uac8c \ucd08\ud3c9\uba74\uc744 \ucc3e\uace0, \ub9c8\uc9c4\uc744 \ucd5c\ub300\ud654\ud558\ub294\uc9c0 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machine, SVM)\uc740 \ubd84\ub958 \ubc0f \ud68c\uadc0 \ubd84\uc11d\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uac15\ub825\ud55c \uc9c0\ub3c4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. SVM\uc740 \uc8fc\ub85c \ubd84\ub958&#8230;<\/p>\n","protected":false},"author":1,"featured_media":964,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-754","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-stat","wpcat-6-id"],"_links":{"self":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/754","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=754"}],"version-history":[{"count":2,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/754\/revisions"}],"predecessor-version":[{"id":966,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/754\/revisions\/966"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/media\/964"}],"wp:attachment":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=754"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=754"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=754"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}