{"id":2162,"date":"2023-07-23T10:30:09","date_gmt":"2023-07-23T10:30:09","guid":{"rendered":"https:\/\/statorials.org\/ko\/f1-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%aer\/"},"modified":"2023-07-23T10:30:09","modified_gmt":"2023-07-23T10:30:09","slug":"f1-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%aer","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/f1-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%aer\/","title":{"rendered":"R\uc5d0\uc11c f1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c <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\uc744<\/a> \uc0ac\uc6a9\ud560 \ub54c \ubaa8\ub378 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ud558\ub294 \uc77c\ubc18\uc801\uc778 \uce21\uc815\ud56d\ubaa9\uc740 <strong>F1 \uc810\uc218<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uce21\uc815\ud56d\ubaa9\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>F1 \uc810\uc218<\/strong> = 2 * (\uc815\ubc00\ub3c4 * \uc7ac\ud604\uc728) \/ (\uc815\ubc00\ub3c4 + \uc7ac\ud604\uc728)<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\uc815\ud655\ub3c4<\/strong> : \uc804\uccb4 \uae0d\uc815\uc801 \uc608\uce21\uc5d0 \ube44\ud574 \uae0d\uc815\uc801 \uc608\uce21\uc744 \uc218\uc815\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc54c\ub9bc<\/strong> : \uc804\uccb4 \uc2e4\uc81c \uae0d\uc815\uc5d0 \ub300\ud55c \uae0d\uc815\uc801 \uc608\uce21 \uc218\uc815<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \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-20021 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/\u1405-\u1405-\u1405.png\" alt=\"\" width=\"449\" height=\"148\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc758 F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc815\ud655\ub3c4 = \ucc38\uc591\uc131 \/ (\ucc38\uc591\uc131 + \uac70\uc9d3\uc591\uc131) = 120\/ (120+70) = <strong>0.63157<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc7ac\ud604\uc728 = \ucc38\uc591\uc131 \/ (\ucc38\uc591\uc131 + \uac70\uc9d3\uc74c\uc131) = 120 \/ (120+40) = <strong>0.75<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">F1 \uc810\uc218 = 2 * (.63157 * .75) \/ (.63157 + .75) = . <strong>6857<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\ub294 R\uc5d0\uc11c \uc774 \uc815\ud655\ud55c \ubaa8\ub378\uc5d0 \ub300\ud55c F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: R\uc5d0\uc11c F1 \uc810\uc218 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \uc8fc\uc5b4\uc9c4 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c F1 \uc810\uc218(\ubc0f \uae30\ud0c0 \uce21\uc815\ud56d\ubaa9)\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574 R\uc758 <strong>\uce90\ub7ff<\/strong> \ud328\ud0a4\uc9c0\uc5d0 \uc788\ub294 <strong>\ud63c\ub3d9 \ub9e4\ud2b8\ub9ad\uc2a4()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\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: #ff0000;\">library<\/span> (caret)\n\n<span style=\"color: #008080;\">#define vectors of actual values and predicted values\n<\/span>actual &lt;- factor(rep(c(1, 0), times=c(160, 240)))\npred &lt;- factor(rep(c(1, 0, 1, 0), times=c(120, 40, 70, 170)))\n\n<span style=\"color: #008080;\">#create confusion matrix and calculate metrics related to confusion matrix\n<\/span>confusionMatrix(pred, actual, mode = \" <span style=\"color: #ff0000;\">everything<\/span> \", positive=\" <span style=\"color: #ff0000;\">1<\/span> \")\n\n          Reference\nPrediction 0 1\n         0 170 40\n         1 70 120\n                                          \n               Accuracy: 0.725           \n                 95% CI: (0.6784, 0.7682)\n    No Information Rate: 0.6             \n    P-Value [Acc &gt; NIR]: 1.176e-07       \n                                          \n                  Kappa: 0.4444          \n                                          \n Mcnemar's Test P-Value: 0.005692        \n                                          \n            Sensitivity: 0.7500          \n            Specificity: 0.7083          \n         Pos Pred Value: 0.6316          \n         Neg Pred Value: 0.8095          \n              Accuracy: 0.6316          \n                 Recall: 0.7500          \n                     F1: 0.6857          \n             Prevalence: 0.4000          \n         Detection Rate: 0.3000          \n   Detection Prevalence: 0.4750          \n      Balanced Accuracy: 0.7292          \n                                          \n       'Positive' Class: 1<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">F1 \uc810\uc218\ub294 <strong>0.6857<\/strong> \uc785\ub2c8\ub2e4. \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;\"><strong>\ucc38\uace0<\/strong> : F1 \uc810\uc218\uac00 \ucd9c\ub825\uc5d0 \ud45c\uc2dc\ub418\ub3c4\ub85d <strong>mode=&#8221;everything&#8221;\uc744<\/strong> \uc9c0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">F1 \uc810\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5ec\ub7ec \ubaa8\ub378\uc744 \ube44\uad50\ud558\ub294 \uacbd\uc6b0 F1 \uc810\uc218\uac00 \uac00\uc7a5 \ub192\uc740 \ubaa8\ub378\uc740 \uad00\uce21\uce58\ub97c \ud074\ub798\uc2a4\ub85c \uac00\uc7a5 \uc798 \ubd84\ub958\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ub2e4\ub978 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \ub370\uc774\ud130\uc5d0 \uc801\ud569\ud558\uace0 \ud574\ub2f9 \ubaa8\ub378\uc758 F1 \uc810\uc218\uac00 0.85\uc778 \uacbd\uc6b0 \ud574\ub2f9 \ubaa8\ub378\uc758 F1 \uc810\uc218\uac00 \ub354 \ub192\uae30 \ub54c\ubb38\uc5d0 \ub354 \ub098\uc740 \uac83\uc73c\ub85c \uac04\uc8fc\ub429\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\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\/f1-\u110c\u1165\u11b7\u1109\u116e-\u1103\u1162-\u110c\u1165\u11bc\u1106\u1175\u11af\u1103\u1169\/\" target=\"_blank\" rel=\"noopener\">F1 \uc810\uc218\uc640 \uc815\ud655\ub3c4: \uc5b4\ub290 \uac83\uc744 \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\uae4c?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c \ubd84\ub958 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \ub54c \ubaa8\ub378 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ud558\ub294 \uc77c\ubc18\uc801\uc778 \uce21\uc815\ud56d\ubaa9\uc740 F1 \uc810\uc218 \uc785\ub2c8\ub2e4. \uc774 \uce21\uc815\ud56d\ubaa9\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. F1 \uc810\uc218 = 2 * (\uc815\ubc00\ub3c4 * \uc7ac\ud604\uc728) \/ (\uc815\ubc00\ub3c4 + \uc7ac\ud604\uc728) \uae08: \uc815\ud655\ub3c4 : \uc804\uccb4 \uae0d\uc815\uc801 \uc608\uce21\uc5d0 \ube44\ud574 \uae0d\uc815\uc801 \uc608\uce21\uc744 \uc218\uc815\ud569\ub2c8\ub2e4. \uc54c\ub9bc : \uc804\uccb4 \uc2e4\uc81c \uae0d\uc815\uc5d0 \ub300\ud55c \uae0d\uc815\uc801 \uc608\uce21 \uc218\uc815 \uc608\ub97c \ub4e4\uc5b4, \ub85c\uc9c0\uc2a4\ud2f1 [&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-2162","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 F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) - \ud1b5\uacc4<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc758 \ubd84\ub958 \ubaa8\ub378\uc5d0 \ub300\ud55c F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc608\uc640 \ud568\uaed8 \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\/f1-\u110c\u1165\u11b7\u1109\u116er\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R\uc5d0\uc11c F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) - 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