{"id":3611,"date":"2023-07-16T13:19:31","date_gmt":"2023-07-16T13:19:31","guid":{"rendered":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%86%e1%85%a2%e1%84%90%e1%85%b2-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab-%e1%84%80%e1%85%a8%e1%84%89%e1%85%ae\/"},"modified":"2023-07-16T13:19:31","modified_gmt":"2023-07-16T13:19:31","slug":"r%e1%84%8b%e1%85%b4-%e1%84%86%e1%85%a2%e1%84%90%e1%85%b2-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab-%e1%84%80%e1%85%a8%e1%84%89%e1%85%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%86%e1%85%a2%e1%84%90%e1%85%b2-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab-%e1%84%80%e1%85%a8%e1%84%89%e1%85%ae\/","title":{"rendered":"R\uc5d0\uc11c matthews \uc0c1\uad00 \uacc4\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">MCC( <strong>Matthews Correlation Coefficient<\/strong> )\ub294 <a href=\"https:\/\/statorials.org\/ko\/\u1112\u116c\u1100\u1171-\u1103\u1162-\u1107\u116e\u11ab\u1105\u1172\/\" target=\"_blank\" rel=\"noopener\">\ubd84\ub958 \ubaa8\ub378<\/a> \uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uce21\uc815\ud56d\ubaa9\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>MCC<\/strong> = (TP*TN \u2013 FP*FN) \/ \u221a <span style=\"border-top: 1px solid black;\">(TP+FP)(TP+FN)(TN+FP)(TN+FN)<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>TP<\/strong> : \ucc38\uc591\uc131\uc758 \uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>TN<\/strong> : \ucc38\uc74c\uc131\uc758 \uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>FP<\/strong> : \uc624\ud0d0\uc9c0 \uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>FN<\/strong> : \uc704\uc74c\uc131\uc758 \uc218<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \uce21\uc815\ud56d\ubaa9\uc740 \ub450 \ud074\ub798\uc2a4\uc758 \uade0\ud615\uc774 \ub9de\uc9c0 \uc54a\uc744 \ub54c, \uc989 \ud55c \ud074\ub798\uc2a4\uac00 \ub2e4\ub978 \ud074\ub798\uc2a4\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ub9ce\uc774 \ub098\ud0c0\ub0a0 \ub54c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">MCC\uc758 \uac12\uc740 -1\uacfc 1 \uc0ac\uc774\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc11c:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>-1\uc740<\/strong> \uc608\uce21 \ud074\ub798\uc2a4\uc640 \uc2e4\uc81c \ud074\ub798\uc2a4 \uac04\uc758 \ucd1d \ubd88\uc77c\uce58\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>0\uc740<\/strong> \uc644\uc804\ud788 \ubb34\uc791\uc704 \ucd94\uce21\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>1\uc740<\/strong> \uc608\uce21 \ud074\ub798\uc2a4\uc640 \uc2e4\uc81c \ud074\ub798\uc2a4\uac00 \uc644\uc804\ud788 \uc77c\uce58\ud568\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \uc2a4\ud3ec\uce20 \ubd84\uc11d\uac00\uac00 <a href=\"https:\/\/statorials.org\/ko\/\u1105\u1169\u110c\u1175\u1109\u1173\u1110\u1175\u11a8-\u1112\u116c\u1100\u1171-1\/\" target=\"_blank\" rel=\"noopener\">\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744<\/a> \uc0ac\uc6a9\ud558\uc5ec 400\uba85\uc758 \ub300\ud559 \ub18d\uad6c \uc120\uc218\uac00 NBA\uc5d0 \uc120\ubc1c\ub420\uc9c0 \uc5ec\ubd80\ub97c \uc608\uce21\ud55c\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud63c\ub3d9 \ud589\ub82c\uc740 \ubaa8\ub378\uc758 \uc608\uce21\uc744 \uc694\uc57d\ud569\ub2c8\ub2e4.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20693 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/equilibre1.png\" alt=\"\" width=\"430\" height=\"135\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc758 MCC\ub97c \uacc4\uc0b0\ud558\ub824\uba74 \ub2e4\uc74c \uacf5\uc2dd\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>MCC<\/strong> = (TP*TN \u2013 FP*FN) \/ \u221a <span style=\"border-top: 1px solid black;\">(TP+FP)(TP+FN)(TN+FP)(TN+FN)<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>MCC<\/strong> = (15*375-5*5) \/ \u221a <span style=\"border-top: 1px solid black;\">(15+5)(15+5)(375+5)(375+5)<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>MCC<\/strong> = 0.7368<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Matthews \uc0c1\uad00\uacc4\uc218\ub294 <strong>0.7368<\/strong> \ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uac12\uc740 \ub2e4\uc18c 1\uc5d0 \uac00\uae4c\uc6b0\uba70, \uc774\ub294 \ubaa8\ub378\uc774 \uc120\uc218\uc758 \ub4dc\ub798\ud504\ud2b8 \uc5ec\ubd80\ub97c \uc801\uc808\ud558\uac8c \uc608\uce21\ud558\uace0 \uc788\uc74c\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 R\uc758 <b>mltools<\/b> \ud328\ud0a4\uc9c0\uc5d0 \uc788\ub294 <strong>mcc()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774 \ud2b9\uc815 \uc2dc\ub098\ub9ac\uc624\uc5d0 \ub300\ud55c MCC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\uc608: R\uc5d0\uc11c Matthews \uc0c1\uad00 \uacc4\uc218 \uacc4\uc0b0<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \uc608\uce21 \ud074\ub798\uc2a4\uc758 \ubca1\ud130\uc640 \uc2e4\uc81c \ud074\ub798\uc2a4\uc758 \ubca1\ud130\ub97c \uc815\uc758\ud55c \ub2e4\uc74c <strong>mltools<\/strong> \ud328\ud0a4\uc9c0\uc758 <strong>mcc()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec Matthews \uc0c1\uad00 \uacc4\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> (mltools)\n\n<span style=\"color: #008080;\">#define vector of actual classes\n<\/span>actual &lt;- <span style=\"color: #008000;\">rep<\/span> (c(1, 0), <span style=\"color: #008000;\">times<\/span> =c(20, 380))\n\n<span style=\"color: #008080;\">#define vector of predicted classes\n<\/span>preds &lt;- <span style=\"color: #008000;\">rep<\/span> (c(1, 0, 1, 0), <span style=\"color: #008000;\">times<\/span> =c(15, 5, 5, 375))\n\n<span style=\"color: #008080;\">#calculate Matthews correlation coefficient\n<\/span>mcc(preds, actual)\n\n[1] 0.7368421\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub9e4\ud29c\uc2a4 \uc0c1\uad00\uacc4\uc218\ub294 <strong>0.7368<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uc774\uc804\uc5d0 \uc218\ub3d9\uc73c\ub85c \uacc4\uc0b0\ud55c \uac12\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud63c\ub3d9 \ud589\ub82c\uc5d0 \ub300\ud55c Matthews \uc0c1\uad00 \uacc4\uc218\ub97c \uacc4\uc0b0\ud558\ub824\uba74 \ub2e4\uc74c\uacfc \uac19\uc774 <strong>ConfusionM<\/strong> \uc778\uc218\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> (mltools)\n\n<span style=\"color: #008080;\">#create confusion matrix\n<\/span>conf_matrix &lt;- matrix(c(15, 5, 5, 375), nrow= <span style=\"color: #008000;\">2<\/span> )\n\n<span style=\"color: #008080;\">#view confusion matrix\n<\/span>conf_matrix\n\n     [,1] [,2]\n[1,] 15 5\n[2,] 5,375\n\n<span style=\"color: #008080;\">#calculate Matthews correlation coefficient for confusion matrix\n<\/span>mcc(confusionM = conf_matrix)\n\n[1] 0.7368421\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub2e4\uc2dc \ub9e4\ud29c\uc2a4 \uc0c1\uad00\uacc4\uc218\ub294 <strong>0.7368\uc785\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \ub2e4\ub978 \uc77c\ubc18\uc801\uc778 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> R\uc5d0\uc11c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1161\u11b7\u1109\u1165\u11a8-\u1100\u1169\u11a8\u1109\u1165\u11ab-ggplot2\/\" target=\"_blank\" rel=\"noopener\">ggplot2\ub97c \uc0ac\uc6a9\ud558\uc5ec ROC \uace1\uc120\uc744 \uadf8\ub9ac\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/f1-\u110c\u1165\u11b7\u1109\u116er\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MCC( Matthews Correlation Coefficient )\ub294 \ubd84\ub958 \ubaa8\ub378 \uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uce21\uc815\ud56d\ubaa9\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. MCC = (TP*TN \u2013 FP*FN) \/ \u221a (TP+FP)(TP+FN)(TN+FP)(TN+FN) \uae08: TP : \ucc38\uc591\uc131\uc758 \uc218 TN : \ucc38\uc74c\uc131\uc758 \uc218 FP : \uc624\ud0d0\uc9c0 \uc218 FN : \uc704\uc74c\uc131\uc758 \uc218 \uc774 \uce21\uc815\ud56d\ubaa9\uc740 \ub450 \ud074\ub798\uc2a4\uc758 \uade0\ud615\uc774 \ub9de\uc9c0 \uc54a\uc744 \ub54c, \uc989 \ud55c \ud074\ub798\uc2a4\uac00 \ub2e4\ub978 [&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-3611","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>R\uc5d0\uc11c Matthews \uc0c1\uad00 \uacc4\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc608\ub97c \ub4e4\uc5b4 R\uc5d0\uc11c Matthews \uc0c1\uad00 \uacc4\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-\u1106\u1162\u1110\u1172-\u1109\u1161\u11bc\u1100\u116a\u11ab-\u1100\u1168\u1109\u116e\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R\uc5d0\uc11c Matthews \uc0c1\uad00 \uacc4\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - 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