{"id":1641,"date":"2023-07-25T13:22:41","date_gmt":"2023-07-25T13:22:41","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%85%e1%85%a2%e1%86%ab%e1%84%83%e1%85%b3-%e1%84%8c%e1%85%b5%e1%84%89%e1%85%ae\/"},"modified":"2023-07-25T13:22:41","modified_gmt":"2023-07-25T13:22:41","slug":"%e1%84%85%e1%85%a2%e1%86%ab%e1%84%83%e1%85%b3-%e1%84%8c%e1%85%b5%e1%84%89%e1%85%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%85%e1%85%a2%e1%86%ab%e1%84%83%e1%85%b3-%e1%84%8c%e1%85%b5%e1%84%89%e1%85%ae\/","title":{"rendered":"\ub79c\ub4dc \uc9c0\uc218\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c? (\uc815\uc758 \ubc0f \uc608)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Rand \uc9c0\uc218\ub294<\/strong> \uc11c\ub85c \ub2e4\ub978 \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95 \uac04\uc758 \uacb0\uacfc \uc720\uc0ac\uc131\uc744 \ube44\uad50\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc885\uc885 <em>R<\/em> \ub85c \ud45c\uc2dc\ub418\ub294 Rand \uc9c0\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong><em>R<\/em> = (a+b) \/ ( <sub>nC2<\/sub> <sub>)<\/sub><\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>a:<\/strong> \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc5d0 \ub530\ub77c \ud55c \uc30d\uc758 \uc694\uc18c\uac00 \ub3d9\uc77c\ud55c \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc18d\ud558\ub294 \ud69f\uc218\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>b:<\/strong> \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc5d0 \ub530\ub77c \ud55c \uc30d\uc758 \uc694\uc18c\uac00 \uc11c\ub85c \ub2e4\ub978 \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc18d\ud558\ub294 \ud69f\uc218\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong><sub>n<\/sub> C <sub>2<\/sub> :<\/strong> <em>n<\/em> \uac1c \uc694\uc18c \uc9d1\ud569\uc5d0\uc11c \uc21c\uc11c\uac00 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \uc30d\uc758 \uc218\uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Rand \uc9c0\uc218\ub294 \ud56d\uc0c1 0\uacfc 1 \uc0ac\uc774\uc758 \uac12\uc744 \uac16\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>0:<\/strong> \ub450 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc774 \uc694\uc18c \uc30d\uc758 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0 \ub3d9\uc758\ud558\uc9c0 \uc54a\uc74c\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>1:<\/strong> \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc774 \uac01 \uc694\uc18c \uc30d\uc758 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0\uc11c \uc644\ubcbd\ud558\uac8c \uc77c\uce58\ud568\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 \uac04\ub2e8\ud55c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub300\ud55c \ub450 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95 \uac04\uc758 Rand \uc778\ub371\uc2a4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: \ub79c\ub4dc \uc9c0\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc12f \uac00\uc9c0 \uc694\uc18c\ub85c \uad6c\uc131\ub41c \ub2e4\uc74c \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc788\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\ub370\uc774\ud130\uc138\ud2b8: {A, B, C, D, E}<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uadf8\ub9ac\uace0 \uac01 \uc694\uc18c\ub97c \ub2e4\uc74c \ud074\ub7ec\uc2a4\ud130\uc5d0 \ubc30\uce58\ud558\ub294 \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud55c\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\ubc29\ubc95 1 \ud074\ub7ec\uc2a4\ud130: {1, 1, 1, 2, 2}<\/span><\/li>\n<li> <span style=\"color: #000000;\">\ud074\ub7ec\uc2a4\ud130 \ubc29\ubc95 2: {1, 1, 2, 2, 3}<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774\ub7ec\ud55c \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95 \uac04\uc758 Rand \uc778\ub371\uc2a4\ub97c \uacc4\uc0b0\ud558\ub824\uba74 \uba3c\uc800 5\uac1c \uc694\uc18c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uac00\ub2a5\ud55c \ubaa8\ub4e0 \uc21c\uc11c\uac00 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \uc30d\uc744 \uc801\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\uc21c\uc11c\uac00 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \uc30d: {A, B}, {A, C}, {A, D}, {A, E}, {B, C}, {B, D}, {B, E}, {C, D } , {C, E}, {D, E}<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc21c\uc11c\uac00 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \uc30d\uc774 <strong>10\uac1c<\/strong> \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c \ub450 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95 \ubaa8\ub450\uc5d0\uc11c \ub3d9\uc77c\ud55c \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc18d\ud558\ub294 \uc21c\uc11c\uac00 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \uc30d\uc758 \uc218\ub97c \ub098\ud0c0\ub0b4\ub294 <strong>a\ub97c<\/strong> \uacc4\uc0b0\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">{AB}<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \uacbd\uc6b0 a = <strong>1<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc5d0\uc11c \uc11c\ub85c \ub2e4\ub978 \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc18d\ud558\ub294 \uc21c\uc11c\uac00 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \uc30d\uc758 \uc218\ub97c \ub098\ud0c0\ub0b4\ub294 <strong>b\ub97c<\/strong> \uacc4\uc0b0\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">{A, D}, {A, E}, {B, D}, {B, E}, {C, E}<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \uacbd\uc6b0 b = <strong>5<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub9c8\uc9c0\ub9c9\uc73c\ub85c Rand \uc9c0\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><em>R<\/em> = (a+b) \/ ( <sub>nC2<\/sub> <sub>)<\/sub><\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>R<\/em> = (1+5) \/ 10<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>R<\/em> = 6\/10<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub79c\ub4dc \uc9c0\uc218\ub294 <strong>0.6<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>R\uc5d0\uc11c Rand \uc9c0\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc6b0\ub9ac\ub294 R\uc758 \ub450 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95 \uc0ac\uc774\uc758 Rand \uc778\ub371\uc2a4\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574 <strong>fossil<\/strong> \ud328\ud0a4\uc9c0\uc758 <strong>rand.index()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #993300;\">library<\/span> (fossil)\n\n<span style=\"color: #008080;\">#define clusters\n<\/span>method1 &lt;- c(1, 1, 1, 2, 2)\nmethod2 &lt;- c(1, 1, 2, 2, 3)\n\n<span style=\"color: #008080;\">#calculate Rand index between clustering methods\n<\/span>rand. <span style=\"color: #3366ff;\">index<\/span> (method1, method2)\n\n[1] 0.6\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\ub79c\ub4dc \uc9c0\uc218\ub294 <strong>0.6<\/strong> \uc785\ub2c8\ub2e4. \uc774\ub294 \uc6b0\ub9ac\uac00 \uc218\ub3d9\uc73c\ub85c \uacc4\uc0b0\ud55c \uac12\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Python\uc5d0\uc11c \ub79c\ub4dc \uc9c0\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python\uc5d0\uc11c \ub2e4\uc74c \ud568\uc218\ub97c \uc815\uc758\ud558\uc5ec \ub450 \ud074\ub7ec\uc2a4\ud130 \uc0ac\uc774\uc758 Rand \uc778\ub371\uc2a4\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">special<\/span> <span style=\"color: #008000;\">import<\/span> comb\n\n<span style=\"color: #008080;\">#define Rand index function\n<\/span><span style=\"color: #008000;\">def<\/span> <span style=\"color: #993300;\">rand_index<\/span> (actual, pred):\n\n    tp_plus_fp = comb(np. <span style=\"color: #3366ff;\">bincount<\/span> (actual), 2). <span style=\"color: #3366ff;\">sum<\/span> ()\n    tp_plus_fn = comb(np. <span style=\"color: #3366ff;\">bincount<\/span> (pred), 2). <span style=\"color: #3366ff;\">sum<\/span> ()\n    A = np. <span style=\"color: #3366ff;\">c_<\/span> [(actual, pred)]\n    tp = sum(comb( <span style=\"color: #3366ff;\">np.bincount<\/span> (A[A[:, 0] == i, 1]), 2) <span style=\"color: #3366ff;\">.sum<\/span> ()\n             <span style=\"color: #008000;\">for<\/span> i <span style=\"color: #008000;\">in<\/span> set(actual))\n    fp = tp_plus_fp - tp\n    fn = tp_plus_fn - tp\n    tn = comb(len(A), 2) - tp - fp - fn\n    <span style=\"color: #008000;\">return<\/span> (tp + tn) \/ (tp + fp + fn + tn)\n\n<span style=\"color: #008080;\">#calculate Rand index\n<\/span>rand_index([1, 1, 1, 2, 2], [1, 1, 2, 2, 3])\n\n0.6<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Rand \uc9c0\uc218\ub294 <strong>0.6<\/strong> \uc73c\ub85c \ub098\ud0c0\ub0a9\ub2c8\ub2e4. \uc774\ub294 \uc774\uc804 \uc608\uc5d0\uc11c \uacc4\uc0b0\ub41c \uac12\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/k\u1102\u1173\u11ab-r\u1105\u1169-\u1100\u1173\u1105\u116e\u11b8\u1112\u116a\u1103\u116c\u11b7\u110b\u1173\u11af-\u110b\u1174\u1106\u1175\u1112\u1161\u11b8\u1102\u1175\u1103\u1161.\/\" target=\"_blank\" rel=\"noopener\">K-\ud3c9\uade0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc18c\uac1c<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-k\u1100\u1162\u110b\u1174-\u1106\u1166\u1103\u1175\u110b\u1175\u1103\u1173\/\" target=\"_blank\" rel=\"noopener\">K-Medoids \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc18c\uac1c<\/a><br \/> \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc18c\uac1c<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Rand \uc9c0\uc218\ub294 \uc11c\ub85c \ub2e4\ub978 \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95 \uac04\uc758 \uacb0\uacfc \uc720\uc0ac\uc131\uc744 \ube44\uad50\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc885\uc885 R \ub85c \ud45c\uc2dc\ub418\ub294 Rand \uc9c0\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. R = (a+b) \/ ( nC2 ) \uae08: a: \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc5d0 \ub530\ub77c \ud55c \uc30d\uc758 \uc694\uc18c\uac00 \ub3d9\uc77c\ud55c \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc18d\ud558\ub294 \ud69f\uc218\uc785\ub2c8\ub2e4. b: \ub450 \uac00\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95\uc5d0 \ub530\ub77c \ud55c \uc30d\uc758 \uc694\uc18c\uac00 \uc11c\ub85c \ub2e4\ub978 \ud074\ub7ec\uc2a4\ud130\uc5d0 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-1641","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub79c\ub4dc \uc9c0\uc218\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c? 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