{"id":756,"date":"2024-07-11T08:20:41","date_gmt":"2024-07-11T08:20:41","guid":{"rendered":"http:\/\/www.ohsumin.com\/?p=756"},"modified":"2025-06-11T01:23:00","modified_gmt":"2025-06-11T01:23:00","slug":"em","status":"publish","type":"post","link":"http:\/\/www.inmining.co.kr\/?p=756","title":{"rendered":"EM(Expectation Maximization)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">EM \uc54c\uace0\ub9ac\uc998(Expectation-Maximization Algorithm)\uc740 \uad00\uce21\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130(\uc228\uaca8\uc9c4 \ubcc0\uc218) \ub610\ub294 \ub204\ub77d\ub41c \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub41c \ud655\ub960 \ubaa8\ub378\uc758 \ucd5c\ub300 \uc6b0\ub3c4 \ucd94\uc815(MLE)\uc744 \ucc3e\uae30 \uc704\ud55c \ubc18\ubcf5\uc801\uc778 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \ud2b9\ud788 \ud63c\ud569 \ubaa8\ub378(\uc608: \uac00\uc6b0\uc2dc\uc548 \ud63c\ud569 \ubaa8\ub378)\uc744 \ud53c\ud305\ud560 \ub54c \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4. EM \uc54c\uace0\ub9ac\uc998\uc758 \uc8fc\uc694 \uc544\uc774\ub514\uc5b4\ub294 \uad00\ucc30\ub41c \ub370\uc774\ud130\uc640 \uc228\uaca8\uc9c4 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uc5ec \uc6b0\ub3c4 \ud568\uc218\ub97c \ucd5c\ub300\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\\(\\)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"EM_%EC%95%8C%EA%B3%A0%EB%A6%AC%EC%A6%98%EC%9D%98_%EB%8B%A8%EA%B3%84\"><\/span>EM \uc54c\uace0\ub9ac\uc998\uc758 \ub2e8\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">EM \uc54c\uace0\ub9ac\uc998\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4: E \ub2e8\uacc4(Expectation \ub2e8\uacc4)\uc640 M \ub2e8\uacc4(Maximization \ub2e8\uacc4).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"> 1. <strong>E \ub2e8\uacc4 (Expectation \ub2e8\uacc4)<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc228\uaca8\uc9c4 \ubcc0\uc218\uc758 \uae30\ub300\uac12\uc744 \uacc4\uc0b0\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud604\uc7ac \ub9e4\uac1c\ubcc0\uc218 \ucd94\uc815\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc228\uaca8\uc9c4 \ubcc0\uc218\uc758 \ubd84\ud3ec\ub97c \ucd94\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uad00\uce21\ub41c \ub370\uc774\ud130\ub97c \uace0\uc815\ud558\uace0, \uc228\uaca8\uc9c4 \ubcc0\uc218\ub97c \uc870\uac74\ubd80 \uae30\ub300\uac12\uc73c\ub85c \ub300\uccb4\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">2. <strong>M \ub2e8\uacc4 (Maximization \ub2e8\uacc4)<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc228\uaca8\uc9c4 \ubcc0\uc218\uc758 \uae30\ub300\uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\uac1c\ubcc0\uc218\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>E \ub2e8\uacc4\uc5d0\uc11c \uacc4\uc0b0\ub41c \uae30\ub300\uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc6b0\ub3c4 \ud568\uc218\ub97c \ucd5c\ub300\ud654\ud558\ub294 \ub9e4\uac1c\ubcc0\uc218 \ucd94\uc815\uce58\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub9e4\uac1c\ubcc0\uc218\uac00 \uc5c5\ub370\uc774\ud2b8\ub418\uba74 \ub2e4\uc74c \ubc18\ubcf5\uc5d0\uc11c \ub2e4\uc2dc E \ub2e8\uacc4\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uacfc\uc815\uc740 \uc6b0\ub3c4 \ud568\uc218\uac00 \uc218\ub834\ud560 \ub54c\uae4c\uc9c0 \ubc18\ubcf5\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EC%98%88%EC%A0%9C1_%EA%B0%80%EC%9A%B0%EC%8B%9C%EC%95%88_%ED%98%BC%ED%95%A9_%EB%AA%A8%EB%8D%B8_Gaussian_Mixture_Model_GMM\"><\/span>\uc608\uc81c1 : \uac00\uc6b0\uc2dc\uc548 \ud63c\ud569 \ubaa8\ub378 (Gaussian Mixture Model, GMM)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uac00\uc6b0\uc2dc\uc548 \ud63c\ud569 \ubaa8\ub378\uc740 \uc5ec\ub7ec \uac1c\uc758 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc758 \uc120\ud615 \uacb0\ud569\uc73c\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\uc785\ub2c8\ub2e4. EM \uc54c\uace0\ub9ac\uc998\uc740 GMM\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \ucd94\uc815\ud558\ub294 \ub370 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1. <strong>\ucd08\uae30\ud654<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc758 \uac1c\uc218 \\( K \\)\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac01 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc758 \ucd08\uae30 \ub9e4\uac1c\ubcc0\uc218(\ud3c9\uade0, \ubd84\uc0b0, \ud63c\ud569 \uacc4\uc218)\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">2. <strong>E \ub2e8\uacc4<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uac00 \uac01 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc5d0 \uc18d\ud560 \ud655\ub960(\ucc45\uc784\ub3c4, responsibility)\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc774 \ud655\ub960\uc740 \ud604\uc7ac \ub9e4\uac1c\ubcc0\uc218 \ucd94\uc815\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">3. <strong>M \ub2e8\uacc4<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucc45\uc784\ub3c4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0c8\ub85c\uc6b4 \ud3c9\uade0, \ubd84\uc0b0, \ud63c\ud569 \uacc4\uc218\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">4. <strong>\uc218\ub834 \uac80\uc0ac<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub9e4\uac1c\ubcc0\uc218 \ucd94\uc815\uce58\uac00 \uc218\ub834\ud560 \ub54c\uae4c\uc9c0 E \ub2e8\uacc4\uc640 M \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=\"%EC%88%98%ED%95%99%EC%A0%81_%EC%84%A4%EB%AA%85\"><\/span>\uc218\ud559\uc801 \uc124\uba85<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">E \ub2e8\uacc4<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ud3ec\uc778\ud2b8 \\( x_i \\)\uac00 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec \\( k \\)\uc5d0 \uc18d\ud560 \ud655\ub960\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4:<br>\\[ \\gamma_{ik} = \\frac{\\pi_k \\mathcal{N}(x_i | \\mu_k, \\Sigma_k)}{\\sum_{j=1}^K \\pi_j \\mathcal{N}(x_i | \\mu_j, \\Sigma_j)} \\]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc11c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\\( \\gamma_{ik} \\)\ub294 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8 \\( x_i \\)\uac00 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec \\( k \\)\uc5d0 \uc18d\ud560 \ucc45\uc784\ub3c4\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\\( \\pi_k \\)\ub294 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec \\( k \\)\uc758 \ud63c\ud569 \uacc4\uc218\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\\( \\mathcal{N}(x_i | \\mu_k, \\Sigma_k) \\)\ub294 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec \\( k \\)\uc758 \ud655\ub960 \ubc00\ub3c4 \ud568\uc218\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">M \ub2e8\uacc4<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ucc45\uc784\ub3c4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub9e4\uac1c\ubcc0\uc218\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4:<br>\\[ \\mu_k = \\frac{\\sum_{i=1}^N \\gamma_{ik} x_i}{\\sum_{i=1}^N \\gamma_{ik}} \\]<br>\\[ \\Sigma_k = \\frac{\\sum_{i=1}^N \\gamma_{ik} (x_i &#8211; \\mu_k)(x_i &#8211; \\mu_k)^T}{\\sum_{i=1}^N \\gamma_{ik}} \\]<br>\\[ \\pi_k = \\frac{1}{N} \\sum_{i=1}^N \\gamma_{ik} \\]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EC%9E%A5%EC%A0%90%EA%B3%BC_%EB%8B%A8%EC%A0%90\"><\/span>\uc7a5\uc810\uacfc \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>\uad00\ucc30\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub41c \ubaa8\ub378\uc5d0\uc11c \ub9e4\uac1c\ubcc0\uc218 \ucd94\uc815\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud63c\ud569 \ubaa8\ub378\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \ud53c\ud305\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>\ucd08\uae30 \ub9e4\uac1c\ubcc0\uc218 \uac12\uc5d0 \ubbfc\uac10\ud558\uba70, \uc9c0\uc5ed \ucd5c\uc801\uac12\uc5d0 \uc218\ub834\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uacc4\uc0b0 \ube44\uc6a9\uc774 \ub192\uc73c\uba70, \uc218\ub834 \uc18d\ub3c4\uac00 \ub290\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EC%98%88%EC%A0%9C_2\"><\/span>\uc608\uc81c 2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">EM \uc54c\uace0\ub9ac\uc998\uc740 \ud1b5\uacc4 \ubaa8\ub378\ub9c1, \uae30\uacc4 \ud559\uc2b5, \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uad00\ucc30\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\uac00 \uc788\ub294 \uc0c1\ud669\uc5d0\uc11c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"442\" height=\"387\" src=\"http:\/\/www.ohsumin.com\/sm24_wp\/wp-content\/uploads\/2024\/07\/EM-Algorithm-for-Gaussian-Mixture-Model.png\" alt=\"\" class=\"wp-image-943\" style=\"width:442px;height:auto\" srcset=\"http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/EM-Algorithm-for-Gaussian-Mixture-Model.png 442w, http:\/\/www.inmining.co.kr\/sm24_wp\/wp-content\/uploads\/2024\/07\/EM-Algorithm-for-Gaussian-Mixture-Model-300x263.png 300w\" sizes=\"auto, (max-width: 442px) 100vw, 442px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc704 \uadf8\ub9bc\uc740 EM \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac00\uc6b0\uc2dc\uc548 \ud63c\ud569 \ubaa8\ub378(GMM)\uc744 \ud53c\ud305\ud55c \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 \uac1c\uc758 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc5d0\uc11c \uc0dd\uc131\ub41c \ub370\uc774\ud130\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub294 EM \uc54c\uace0\ub9ac\uc998\uc5d0 \uc758\ud574 \ud560\ub2f9\ub41c \ud074\ub7ec\uc2a4\ud130\uc5d0 \ub530\ub77c \uc0c9\uc0c1\uc774 \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc758 \ud0c0\uc6d0<\/strong>: \uac01 \ud074\ub7ec\uc2a4\ud130\uc758 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\ub97c \ub098\ud0c0\ub0b4\ub294 \ud0c0\uc6d0\uc774 \uadf8\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4. \ud0c0\uc6d0\uc740 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\uc758 \ud3c9\uade0\uacfc \uacf5\ubd84\uc0b0\uc744 \uae30\ubc18\uc73c\ub85c \uadf8\ub824\uc9c0\uba70, \ud0c0\uc6d0\uc758 \ud06c\uae30\uc640 \ubc29\ud5a5\uc740 \ubd84\ud3ec\uc758 \ubaa8\uc591\uacfc \ubc94\uc704\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uc2dc\uac01\ud654\ub294 EM \uc54c\uace0\ub9ac\uc998\uc774 \ub450 \uac1c\uc758 \uac00\uc6b0\uc2dc\uc548 \ubd84\ud3ec\ub97c \uc5b4\ub5bb\uac8c \uc2dd\ubcc4\ud558\uace0 \ubd84\ub9ac\ud558\ub294\uc9c0 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud0c0\uc6d0\uc758 \ud06c\uae30\uc640 \ubc29\ud5a5\uc740 \uac01 \ud074\ub7ec\uc2a4\ud130\uc758 \ub370\uc774\ud130 \ubd84\ud3ec\ub97c \uc798 \uc124\uba85\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>EM \uc54c\uace0\ub9ac\uc998(Expectation-Maximization Algorithm)\uc740 \uad00\uce21\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130(\uc228\uaca8\uc9c4 \ubcc0\uc218) \ub610\ub294 \ub204\ub77d\ub41c \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub41c \ud655\ub960 \ubaa8\ub378\uc758 \ucd5c\ub300 \uc6b0\ub3c4 \ucd94\uc815(MLE)\uc744 \ucc3e\uae30 \uc704\ud55c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":946,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-756","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\/756","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=756"}],"version-history":[{"count":6,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/756\/revisions"}],"predecessor-version":[{"id":960,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/756\/revisions\/960"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/media\/946"}],"wp:attachment":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=756"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=756"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=756"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}