{"id":738,"date":"2024-07-11T08:17:31","date_gmt":"2024-07-11T08:17:31","guid":{"rendered":"http:\/\/www.ohsumin.com\/?p=738"},"modified":"2025-06-11T01:23:00","modified_gmt":"2025-06-11T01:23:00","slug":"%ea%b5%b0%ec%a7%91%eb%b6%84%ec%84%9dclustering-analysis","status":"publish","type":"post","link":"http:\/\/www.inmining.co.kr\/?p=738","title":{"rendered":"\uad70\uc9d1\ubd84\uc11d(Clustering Analysis)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\uad70\uc9d1\ubd84\uc11d(Clustering Analysis)\uc740 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc720\uc0ac\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uadf8\ub8f9(\uad70\uc9d1)\uc73c\ub85c \ub098\ub204\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uac01 \uad70\uc9d1 \ub0b4\uc758 \ub370\uc774\ud130\ub294 \uc11c\ub85c \uc720\uc0ac\uc131\uc774 \ub192\uace0, \ub2e4\ub978 \uad70\uc9d1 \uac04\uc758 \ub370\uc774\ud130\ub294 \uc720\uc0ac\uc131\uc774 \ub0ae\uc2b5\ub2c8\ub2e4. \uad70\uc9d1\ubd84\uc11d\uc740 \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc758 \ud55c \ud615\ud0dc\ub85c, \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc0ac\uc804 \uc815\ubcf4\uac00 \uc5c6\ub294 \uc0c1\ud0dc\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uad6c\uc870\ub97c \ubc1c\uacac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EA%B5%B0%EC%A7%91%EB%B6%84%EC%84%9D%EC%9D%98_%EC%A3%BC%EC%9A%94_%EA%B0%9C%EB%85%90\"><\/span>\uad70\uc9d1\ubd84\uc11d\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>\uad70\uc9d1<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub4e4\uc758 \uadf8\ub8f9\uc73c\ub85c, \uad70\uc9d1 \ub0b4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub4e4\uc740 \uc11c\ub85c \uc720\uc0ac\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uad70\uc9d1 \uac04 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub4e4\uc740 \uc720\uc0ac\uc131\uc774 \ub0ae\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ube44\uc9c0\ub3c4 \ud559\uc2b5<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130 \uc5c6\uc774 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ub370\uc774\ud130 \ub0b4\uc758 \uc228\uaca8\uc9c4 \uad6c\uc870\ub098 \ud328\ud134\uc744 \ubc1c\uacac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EA%B5%B0%EC%A7%91%EB%B6%84%EC%84%9D%EC%9D%98_%EC%A2%85%EB%A5%98\"><\/span>\uad70\uc9d1\ubd84\uc11d\uc758 \uc885\ub958<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>K-\ud3c9\uade0 \uad70\uc9d1\ud654 (K-Means Clustering)<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130\ub97c K\uac1c\uc758 \uad70\uc9d1\uc73c\ub85c \ub098\ub215\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac01 \uad70\uc9d1\uc740 \uc911\uc2ec\uc810(\uc13c\ud2b8\ub85c\uc774\ub4dc)\uc744 \uac00\uc9c0\uba70, \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub294 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc911\uc2ec\uc810\uc5d0 \ud560\ub2f9\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc54c\uace0\ub9ac\uc998\uc740 \ubc18\ubcf5\uc801\uc73c\ub85c \uc911\uc2ec\uc810\uc744 \uac31\uc2e0\ud558\uace0 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc7ac\ud560\ub2f9\ud558\uc5ec \ucd5c\uc801\uc758 \uad70\uc9d1\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uacc4\uce35\uc801 \uad70\uc9d1\ud654 (Hierarchical Clustering)<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130\ub97c \uacc4\uce35\uc801\uc73c\ub85c \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ub374\ub4dc\ub85c\uadf8\ub7a8(dendrogram)\uc744 \ud1b5\ud574 \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubcd1\ud569\ud615(agglomerative) \ubc29\ubc95: \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ud558\ub098\uc758 \uad70\uc9d1\uc73c\ub85c \uc2dc\uc791\ud558\uc5ec, \uc720\uc0ac\ud55c \uad70\uc9d1\ub07c\ub9ac \ubcd1\ud569\ud574 \ub098\uac11\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubd84\ud560\ud615(divisive) \ubc29\ubc95: \uc804\uccb4 \ub370\uc774\ud130\ub97c \ud558\ub098\uc758 \uad70\uc9d1\uc73c\ub85c \uc2dc\uc791\ud558\uc5ec, \ubc18\ubcf5\uc801\uc73c\ub85c \ubd84\ud560\ud574 \ub098\uac11\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DBSCAN (Density-Based Spatial Clustering of Applications with Noise)<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc758 \ubc00\ub3c4\uc5d0 \uae30\ubc18\ud558\uc5ec \uad70\uc9d1\uc744 \ud615\uc131\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubc00\ub3c4\uac00 \ub192\uc740 \uc601\uc5ed\uc744 \uad70\uc9d1\uc73c\ub85c \uc2dd\ubcc4\ud558\uace0, \ubc00\ub3c4\uac00 \ub0ae\uc740 \uc601\uc5ed\uc740 \ub178\uc774\uc988\ub85c \uac04\uc8fc\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uad70\uc9d1\uc758 \uac1c\uc218\ub97c \uc0ac\uc804\uc5d0 \uc9c0\uc815\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Gaussian Mixture Models (GMM)<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130\uac00 \uc5ec\ub7ec \uac1c\uc758 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\ub2e4\uace0 \uac00\uc815\ud558\uace0 \uad70\uc9d1\ud654\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac01 \uad70\uc9d1\uc740 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\ub85c \ubaa8\ub378\ub9c1\ub418\uba70, EM(Expectation-Maximization) \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \ud30c\ub77c\ubbf8\ud130\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EA%B5%B0%EC%A7%91%EB%B6%84%EC%84%9D%EC%9D%98_%ED%99%9C%EC%9A%A9_%EB%B6%84%EC%95%BC\"><\/span>\uad70\uc9d1\ubd84\uc11d\uc758 \ud65c\uc6a9 \ubd84\uc57c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uace0\uac1d \uc138\ubd84\ud654<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub9c8\ucf00\ud305\uc5d0\uc11c \uace0\uac1d\uc744 \uc720\uc0ac\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uadf8\ub8f9\uc73c\ub85c \ub098\ub204\uc5b4 \ub9de\ucda4\ud615 \uc804\ub7b5\uc744 \uc138\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc774\ubbf8\uc9c0 \ubd84\ud560<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucef4\ud4e8\ud130 \ube44\uc804\uc5d0\uc11c \uc774\ubbf8\uc9c0\ub97c \uc5ec\ub7ec \uac1c\uc758 \uc758\ubbf8 \uc788\ub294 \ubd80\ubd84\uc73c\ub85c \ub098\ub204\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc774\uc0c1 \ud0d0\uc9c0<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uae08\uc735 \ubd84\uc57c\uc5d0\uc11c \uc774\uc0c1 \uac70\ub798 \ud0d0\uc9c0, \ub124\ud2b8\uc6cc\ud06c \ubcf4\uc548\uc5d0\uc11c \uc774\uc0c1 \ud589\ub3d9 \ud0d0\uc9c0 \ub4f1\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ubb38\uc11c \uad70\uc9d1\ud654<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud14d\uc2a4\ud2b8 \ub9c8\uc774\ub2dd\uc5d0\uc11c \uc720\uc0ac\ud55c \uc8fc\uc81c\ub97c \uac00\uc9c4 \ubb38\uc11c\ub4e4\uc744 \uadf8\ub8f9\uc73c\ub85c \ub098\ub215\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EA%B5%B0%EC%A7%91%EB%B6%84%EC%84%9D%EC%9D%98_%EC%98%88%EC%8B%9C_Python_%EC%BD%94%EB%93%9C\"><\/span>\uad70\uc9d1\ubd84\uc11d\uc758 \uc608\uc2dc (Python \ucf54\ub4dc)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc740 K-\ud3c9\uade0 \uad70\uc9d1\ud654\ub97c Python\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import matplotlib.pyplot as plt\nfrom sklearn.datasets import make_blobs\nfrom sklearn.cluster import KMeans\n\n# \ub370\uc774\ud130 \uc0dd\uc131\nX, y = make_blobs(n_samples=300, centers=4, cluster_std=0.60, random_state=0)\n\n# K-Means \uad70\uc9d1\ud654\nkmeans = KMeans(n_clusters=4)\nkmeans.fit(X)\ny_kmeans = kmeans.predict(X)\n\n# \ud074\ub7ec\uc2a4\ud130 \uc911\uc2ec \uc88c\ud45c\ncenters = kmeans.cluster_centers_\n\n# \uadf8\ub9bc \uc0dd\uc131\nplt.figure(figsize=(10, 6))\nplt.scatter(X&#91;:, 0], X&#91;:, 1], c=y_kmeans, s=50, cmap='viridis')\nplt.scatter(centers&#91;:, 0], centers&#91;:, 1], c='red', s=200, alpha=0.75, marker='X')\nplt.title('K-Means Clustering')\nplt.xlabel('Feature 1')\nplt.ylabel('Feature 2')\nplt.grid(True)\nplt.show()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EC%BD%94%EB%93%9C_%EC%84%A4%EB%AA%85\"><\/span>\ucf54\ub4dc \uc124\uba85<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ub370\uc774\ud130 \uc0dd\uc131<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>make_blobs<\/code> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec 300\uac1c\uc758 \uc0d8\ud50c\uacfc 4\uac1c\uc758 \uc911\uc2ec\uc744 \uac00\uc9c0\ub294 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>K-Means \uad70\uc9d1\ud654<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>KMeans<\/code> \ud074\ub798\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec K-\ud3c9\uade0 \uad70\uc9d1\ud654\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 4\uac1c\uc758 \uad70\uc9d1\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><code>fit<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, <code>predict<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc758 \uad70\uc9d1\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc2dc\uac01\ud654<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>plt.scatter<\/code> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4. \uc0c9\uc0c1\uc740 \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uac00 \uc18d\ud55c \uad70\uc9d1\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ube68\uac04\uc0c9 &#8216;X&#8217; \ud45c\uc2dc\ub294 \uac01 \uad70\uc9d1\uc758 \uc911\uc2ec\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uad70\uc9d1\ubd84\uc11d\uc740 \ub370\uc774\ud130\uc758 \uc228\uaca8\uc9c4 \uad6c\uc870\ub97c \ubc1c\uacac\ud558\uace0, \ub370\uc774\ud130 \ud3ec\uc778\ud2b8 \uac04\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \ud1b5\ucc30\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"456\" height=\"387\" src=\"http:\/\/www.ohsumin.com\/sm24_wp\/wp-content\/uploads\/2024\/07\/K-Means-Clustering.png\" alt=\"\" class=\"wp-image-1145\" style=\"width:313px;height:auto\" srcset=\"http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/K-Means-Clustering.png 456w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/K-Means-Clustering-300x255.png 300w\" sizes=\"auto, (max-width: 456px) 100vw, 456px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"677\" src=\"http:\/\/www.ohsumin.com\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1-1024x677.png\" alt=\"\" class=\"wp-image-1146\" style=\"width:439px;height:auto\" srcset=\"http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1-1024x677.png 1024w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1-300x198.png 300w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1-768x508.png 768w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1-1536x1016.png 1536w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1-1320x873.png 1320w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1-920x608.png 920w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/output-34-1.png 1665w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\uc704 \uadf8\ub9bc\uc740 K-\ud3c9\uade0(K-Means) \uad70\uc9d1 \ubd84\uc11d \uacb0\uacfc\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ub098\ud0c0\ub0b8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EA%B5%AC%EC%84%B1_%EC%9A%94%EC%86%8C\"><\/span>\uad6c\uc131 \uc694\uc18c:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ub370\uc774\ud130 \uc810\ub4e4<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \uc810\uc740 \ub370\uc774\ud130 \uc0d8\ud50c\uc744 \ub098\ud0c0\ub0b4\uba70, \uc11c\ub85c \ub2e4\ub978 \uc0c9\uc0c1\uc73c\ub85c \ud45c\uc2dc\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0c9\uc0c1\uc740 \uac01 \ub370\uc774\ud130 \uc810\uc774 \uc18d\ud55c \uad70\uc9d1\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ud074\ub7ec\uc2a4\ud130 \uc911\uc2ec<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ube68\uac04\uc0c9 &#8216;X&#8217; \ud45c\uc2dc\ub294 \uac01 \uad70\uc9d1\uc758 \uc911\uc2ec\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uad70\uc9d1\uc758 \uc911\uc2ec\uc740 \ud574\ub2f9 \uad70\uc9d1 \ub0b4\uc758 \ub370\uc774\ud130 \uc810\ub4e4\uc758 \ud3c9\uade0 \uc704\uce58\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%ED%95%B4%EC%84%9D\"><\/span>\ud574\uc11d:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uad70\uc9d1\ud654<\/strong>: K-\ud3c9\uade0 \uad70\uc9d1\ud654 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec 300\uac1c\uc758 \ub370\uc774\ud130 \uc0d8\ud50c\uc744 4\uac1c\uc758 \uad70\uc9d1\uc73c\ub85c \ub098\ub204\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130\uc758 \ubd84\ud3ec<\/strong>: \ub370\uc774\ud130\uac00 \ub124 \uac1c\uc758 \uc911\uc2ec\uc744 \uae30\uc900\uc73c\ub85c \uad70\uc9d1\ud654\ub418\uc5b4 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud074\ub7ec\uc2a4\ud130 \uc911\uc2ec<\/strong>: \ube68\uac04\uc0c9 &#8216;X&#8217; \ud45c\uc2dc\ub294 \uac01 \uad70\uc9d1\uc758 \uc911\uc2ec\uc744 \ub098\ud0c0\ub0b4\uba70, \ub370\uc774\ud130\uac00 \uc774 \uc911\uc2ec\uc744 \uae30\uc900\uc73c\ub85c \ubd84\ud3ec\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uadf8\ub9bc\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uac00 \uc5b4\ub5bb\uac8c \uad70\uc9d1\ud654\ub418\uc5c8\ub294\uc9c0 \uc9c1\uad00\uc801\uc73c\ub85c \uc774\ud574\ud560 \uc218 \uc788\uc73c\uba70, \uac01 \uad70\uc9d1\uc758 \uc911\uc2ec \uc704\uce58\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"5\" src=\"http:\/\/www.ohsumin.com\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-1024x5.jpg\" alt=\"\" class=\"wp-image-1147\" srcset=\"http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-1024x5.jpg 1024w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-300x1.jpg 300w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-768x4.jpg 768w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-1536x7.jpg 1536w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-2048x10.jpg 2048w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-1320x6.jpg 1320w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/line-15-920x4.jpg 920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"K-Modes_Algorithm\"><\/span>K-Modes Algorithm<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">K-Modes \uc54c\uace0\ub9ac\uc998\uc740 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uad70\uc9d1\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. K-Means \uc54c\uace0\ub9ac\uc998\uc774 \uc8fc\ub85c \uc218\uce58\ud615 \ub370\uc774\ud130\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ubc18\uba74, K-Modes\ub294 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\uc5d0 \ub354 \uc801\ud569\ud569\ub2c8\ub2e4. K-Modes \uc54c\uace0\ub9ac\uc998\uc740 \uac01 \uad70\uc9d1\uc758 \ubaa8\ub4dc\ub97c \uae30\ubc18\uc73c\ub85c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uad70\uc9d1\ud654\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"K-Modes_%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98%EC%9D%98_%EC%A3%BC%EC%9A%94_%EA%B0%9C%EB%85%90\"><\/span>K-Modes \uc54c\uace0\ub9ac\uc998\uc758 \uc8fc\uc694 \uac1c\ub150<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ubaa8\ub4dc(Mode)<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubaa8\ub4dc\ub294 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0\uc11c \uac00\uc7a5 \uc790\uc8fc \ub098\ud0c0\ub098\ub294 \uac12\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. K-Modes \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c\ub294 \uac01 \uad70\uc9d1\uc758 \uc911\uc2ec(centroid)\uc744 \ubaa8\ub4dc\ub85c \uc815\uc758\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ubc94\uc8fc\ud615 \ub370\uc774\ud130<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub294 \uc21c\uc11c\ub098 \uc218\uce58\uc801\uc778 \uc758\ubbf8\uac00 \uc5c6\ub294 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0c9\uc0c1(\ube68\uac15, \ud30c\ub791, \ub179\uc0c9), \uc131\ubcc4(\ub0a8\uc131, \uc5ec\uc131) \ub4f1\uc774 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uac70\ub9ac \uce21\uc815<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>K-Modes \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c\ub294 \ub450 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \uce21\uc815\ud558\uae30 \uc704\ud574 \ud574\ubc0d \uac70\ub9ac(Hamming distance)\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ud574\ubc0d \uac70\ub9ac\ub294 \ub450 \ubca1\ud130 \uac04\uc758 \ucc28\uc774\uc810\uc744 \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uc11c\ub85c \ub2e4\ub978 \ud56d\ubaa9\uc758 \uac1c\uc218\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"K-Modes_%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98%EC%9D%98_%EB%8F%99%EC%9E%91_%EA%B3%BC%EC%A0%95\"><\/span>K-Modes \uc54c\uace0\ub9ac\uc998\uc758 \ub3d9\uc791 \uacfc\uc815<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ucd08\uae30 \ubaa8\ub4dc \uc120\ud0dd<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucc98\uc74c\uc5d0 K\uac1c\uc758 \ubaa8\ub4dc\ub97c \ubb34\uc791\uc704\ub85c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ub370\uc774\ud130 \ud3ec\uc778\ud2b8 \ud560\ub2f9<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uac00\uc7a5 \uac00\uae4c\uc6b4 \ubaa8\ub4dc\uc5d0 \ud560\ub2f9\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ud574\ubc0d \uac70\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac00\uc7a5 \uac00\uae4c\uc6b4 \ubaa8\ub4dc\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ubaa8\ub4dc \uc5c5\ub370\uc774\ud2b8<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \uad70\uc9d1\uc758 \ubaa8\ub4dc\ub97c \uac31\uc2e0\ud569\ub2c8\ub2e4. \uac01 \uad70\uc9d1\uc5d0\uc11c \uac00\uc7a5 \uc790\uc8fc \ub098\ud0c0\ub098\ub294 \uac12\uc73c\ub85c \ubaa8\ub4dc\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc218\ub834 \ud655\uc778<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc758 \ud560\ub2f9\uc774 \ub354 \uc774\uc0c1 \ubcc0\uacbd\ub418\uc9c0 \uc54a\uc744 \ub54c\uae4c\uc9c0 2\ub2e8\uacc4\uc640 3\ub2e8\uacc4\ub97c \ubc18\ubcf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"K-Modes_%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98%EC%9D%98_%EC%98%88%EC%8B%9C_Python_%EC%BD%94%EB%93%9C\"><\/span>K-Modes \uc54c\uace0\ub9ac\uc998\uc758 \uc608\uc2dc (Python \ucf54\ub4dc)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc740 K-Modes \uc54c\uace0\ub9ac\uc998\uc744 Python\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc2dc\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 <code>kmodes<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from kmodes.kmodes import KModes\nimport numpy as np\n\n# \uc608\uc2dc \ub370\uc774\ud130 \uc0dd\uc131\ndata = np.array(&#91;\n    &#91;'green', 'M', 10],\n    &#91;'blue', 'L', 20],\n    &#91;'blue', 'L', 30],\n    &#91;'green', 'M', 10],\n    &#91;'green', 'L', 40],\n    &#91;'yellow', 'M', 20]\n])\n\n# K-Modes \ubaa8\ub378 \uc0dd\uc131 \ubc0f \ud559\uc2b5\nkm = KModes(n_clusters=2, init='Huang', n_init=5, verbose=1)\nclusters = km.fit_predict(data)\n\n# \uacb0\uacfc \ucd9c\ub825\nprint(f'Clusters: {clusters}')\nprint(f'Centroids: {km.cluster_centroids_}')<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EC%BD%94%EB%93%9C_%EC%84%A4%EB%AA%85-2\"><\/span>\ucf54\ub4dc \uc124\uba85<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ub370\uc774\ud130 \uc0dd\uc131<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\ub294 \uc608\uc2dc \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>K-Modes \ubaa8\ub378 \uc0dd\uc131 \ubc0f \ud559\uc2b5<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>KModes<\/code> \ud074\ub798\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec K-Modes \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\uace0 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c <code>n_clusters<\/code>\ub294 \uad70\uc9d1\uc758 \uc218\ub97c \uc758\ubbf8\ud558\uba70, <code>init<\/code>\ub294 \ucd08\uae30 \ubaa8\ub4dc \uc120\ud0dd \ubc29\ubc95\uc744 \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uacb0\uacfc \ucd9c\ub825<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uac00 \uc18d\ud55c \uad70\uc9d1\uacfc \uac01 \uad70\uc9d1\uc758 \uc911\uc2ec(\ubaa8\ub4dc)\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"K-Modes_%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98%EC%9D%98_%EC%9E%A5%EC%A0%90\"><\/span>K-Modes \uc54c\uace0\ub9ac\uc998\uc758 \uc7a5\uc810<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ubc94\uc8fc\ud615 \ub370\uc774\ud130 \ucc98\ub9ac<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>K-Modes \uc54c\uace0\ub9ac\uc998\uc740 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uc9c1\uc811 \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4, \uc218\uce58\ud615 \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ub2e8\uc21c\ud558\uace0 \uc774\ud574\ud558\uae30 \uc26c\uc6c0<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc54c\uace0\ub9ac\uc998\uc774 \ube44\uad50\uc801 \ub2e8\uc21c\ud558\uace0 \uc9c1\uad00\uc801\uc774\ubbc0\ub85c, \uc774\ud574\ud558\uace0 \uad6c\ud604\ud558\uae30 \uc27d\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud6a8\uc728\uc131<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>K-Means \uc54c\uace0\ub9ac\uc998\uacfc \uc720\uc0ac\ud55c \ubc29\uc2dd\uc73c\ub85c \ub3d9\uc791\ud558\ubbc0\ub85c, \ud070 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub3c4 \ube44\uad50\uc801 \ud6a8\uc728\uc801\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"K-Modes_%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98%EC%9D%98_%ED%95%9C%EA%B3%84\"><\/span>K-Modes \uc54c\uace0\ub9ac\uc998\uc758 \ud55c\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ucd08\uae30 \ubaa8\ub4dc \uc120\ud0dd<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucd08\uae30 \ubaa8\ub4dc \uc120\ud0dd\uc5d0 \ub530\ub77c \uacb0\uacfc\uac00 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc5ec\ub7ec \ubc88 \uc2e4\ud589\ud558\uc5ec \ucd5c\uc801\uc758 \uacb0\uacfc\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uace0\ucc28\uc6d0 \ub370\uc774\ud130<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub9e4\uc6b0 \ub192\uc740 \ucc28\uc6d0\uc744 \uac00\uc9c4 \ub370\uc774\ud130\uc5d0\uc11c\ub294 \ud6a8\uc728\uc131\uc774 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">K-Modes \uc54c\uace0\ub9ac\uc998\uc740 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uad70\uc9d1\ud654\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\ub85c, \ub2e4\uc591\ud55c \uc2e4\uc138\uacc4 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ub0b4\uc758 \uc228\uaca8\uc9c4 \uad6c\uc870\ub97c \ubc1c\uacac\ud558\uace0, \uc758\ubbf8 \uc788\ub294 \uad70\uc9d1\uc744 \ud615\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uad70\uc9d1\ubd84\uc11d(Clustering Analysis)\uc740 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc720\uc0ac\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uadf8\ub8f9(\uad70\uc9d1)\uc73c\ub85c \ub098\ub204\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uac01 \uad70\uc9d1 \ub0b4\uc758 \ub370\uc774\ud130\ub294 \uc11c\ub85c \uc720\uc0ac\uc131\uc774 \ub192\uace0, \ub2e4\ub978&#8230;<\/p>\n","protected":false},"author":1,"featured_media":1143,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-738","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\/738","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=738"}],"version-history":[{"count":2,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/738\/revisions"}],"predecessor-version":[{"id":1148,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/738\/revisions\/1148"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/media\/1143"}],"wp:attachment":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=738"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=738"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=738"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}