{"id":24,"date":"2017-04-18T14:34:38","date_gmt":"2017-04-18T05:34:38","guid":{"rendered":"https:\/\/www.deepplus.co.kr\/?p=24"},"modified":"2017-04-20T20:45:52","modified_gmt":"2017-04-20T11:45:52","slug":"%eb%aa%a8%eb%8d%b8-%ec%84%b1%eb%8a%a5-%ed%8f%89%ea%b0%80","status":"publish","type":"post","link":"https:\/\/www.deepplus.co.kr\/?p=24","title":{"rendered":"\ubd84\ub958 \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-27 aligncenter\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/confusion_matrix.png\" alt=\"\" width=\"507\" height=\"213\" \/><\/p>\n<ol>\n<li>\uc815\ud655\ub3c4(Accuracy)\n<ul>\n<li>\ubaa8\ub378\uc774 \uc0d8\ud50c\uc744 \uc815\ud655\ud788 \ubd84\ub958\ud55c \ube44\uc728<\/li>\n<li>\ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \ubd88\uade0\ud615\ud558\uac70\ub098 \ud2b9\uc815 \ud074\ub798\uc2a4\uc758 \uc131\ub2a5\uc5d0 \ud3b8\uc911\ub420 \uacbd\uc6b0 \uc880 \ub354 \uc138\ubc00\ud55c \ud3c9\uac00 \uc9c0\ud45c\uac00 \ud544\uc694\ud568<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-25 aligncenter\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/confusion_matrix_accuracy.png\" alt=\"\" width=\"382\" height=\"63\" \/><\/li>\n<\/ul>\n<\/li>\n<li>\uc815\ubc00\ub3c4(Precision)\n<ul>\n<li>\ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \ubd84\ub958\ud55c \uc0d8\ud50c \uc911 \uc2e4\uc81c \uae0d\uc815\uc778 \ube44\uc728<\/li>\n<li>Positive \uc815\ub2f5\ub960<\/li>\n<li>PPV(Positive Predictive Value)<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-26 aligncenter\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/confusion_matrix_precision.png\" alt=\"\" width=\"248\" height=\"62\" \/><\/li>\n<\/ul>\n<\/li>\n<li>\uc7ac\ud604\uc728(Recall)\n<ul>\n<li>\uc2e4\uc81c \uae0d\uc815 \uc0d8\ud50c \uc911 \ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \ubd84\ub958\ud55c \ube44\uc728<\/li>\n<li>Positive \uac80\ucd9c\ub960<\/li>\n<li>sensitivity, hit rate, or TPR(True Positive Rate)<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-30 aligncenter\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/confusion_matrix_recall.png\" alt=\"\" width=\"219\" height=\"62\" \/><\/li>\n<\/ul>\n<\/li>\n<li>Fall-out\n<ul>\n<li>\uc2e4\uc81c \ubd80\uc815 \uc0d8\ud50c \uc911 \ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \uc798\ubabb \ubd84\ub958\ud55c \ube44\uc728<\/li>\n<li>Negative \uc624\uac80\ucd9c\ub960<\/li>\n<li>FPR(False Positive Rate),\u00a01-\ud2b9\uc774\ub3c4(Specificity, True Negative Rate)<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-32 aligncenter\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/confusion_matrix_fallout.png\" alt=\"\" width=\"403\" height=\"62\" \/><\/li>\n<\/ul>\n<\/li>\n<li>F1 score\n<ul>\n<li>\uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uc870\ud654 \u00a0\ud3c9\uade0<\/li>\n<li>\ud3c9\uac00\ub97c \ub2e8\uc77c \uc22b\uc790\ub85c \uc694\uc57d. but, \ubaa8\ub378\uc758 \ub3d9\uc791 \ubc29\uc2dd\uc744 \uc798 \uc774\ud574\ud558\ub824\uba74 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc744 \ud568\uaed8 \ud655\uc778\ud558\ub294 \uac83\uc774 \ud544\uc694<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-31 aligncenter\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/confusion_matrix_F1.png\" alt=\"\" width=\"491\" height=\"63\" \/><\/li>\n<\/ul>\n<\/li>\n<li>ROC(Receiver Operating Characteristic) Curve\n<ul>\n<li>\ud074\ub798\uc2a4 \ud310\ubcc4 \uae30\uc900\uac12\uc758 \ubcc0\ud654\uc5d0 \ub530\ub978 Fall-out\uacfc Recall\uc758 \ubcc0\ud654\ub97c \uc2dc\uac01\ud654\ud55c \uac83<\/li>\n<li>Recall\uc774 \ud06c\uace0, Fall-out\uc774 \uc791\uc740 \ubaa8\ud615\uc744 \uc88b\uc740 \ubaa8\ud615\uc73c\ub85c \uc0dd\uac01\ud560 \uc218 \uc788\uc74c<\/li>\n<li>\uace1\uc120\uc774 \uc67c\ucabd \uc704 \ubaa8\uc11c\ub9ac\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \ubaa8\ub378 \uc131\ub2a5\uc774 \uc88b\uc74c<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-35 aligncenter\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/roc_curve_case1.png\" alt=\"\" width=\"642\" height=\"546\" \/><\/li>\n<\/ul>\n<\/li>\n<li>AUC(Area Under the Curve)\n<ul>\n<li>ROC curve\uc758 \ubc11\uba74\uc801\uc744 \uacc4\uc0b0\ud55c \uac12<\/li>\n<li>Fall-out \ub300\ube44 Recall\uac12\uc774 \ud074\uc218\ub85d AUC\uac00 1\uc5d0 \uac00\uae4c\uc6b4 \uac12\uc774\uba70 \uc6b0\uc218\ud55c \ubaa8\ud615<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\uc815\ud655\ub3c4(Accuracy) \ubaa8\ub378\uc774 \uc0d8\ud50c\uc744 \uc815\ud655\ud788 \ubd84\ub958\ud55c \ube44\uc728 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \ubd88\uade0\ud615\ud558\uac70\ub098 \ud2b9\uc815 \ud074\ub798\uc2a4\uc758 \uc131\ub2a5\uc5d0 \ud3b8\uc911\ub420 \uacbd\uc6b0 \uc880 \ub354 \uc138\ubc00\ud55c \ud3c9\uac00 \uc9c0\ud45c\uac00 \ud544\uc694\ud568 \uc815\ubc00\ub3c4(Precision) \ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \ubd84\ub958\ud55c \uc0d8\ud50c \uc911 \uc2e4\uc81c \uae0d\uc815\uc778 \ube44\uc728 Positive \uc815\ub2f5\ub960 PPV(Positive Predictive Value) \uc7ac\ud604\uc728(Recall) \uc2e4\uc81c \uae0d\uc815 \uc0d8\ud50c \uc911 \ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \ubd84\ub958\ud55c \ube44\uc728 Positive \uac80\ucd9c\ub960 sensitivity, hit rate, or TPR(True Positive Rate) Fall-out \uc2e4\uc81c \ubd80\uc815 &hellip; <a href=\"https:\/\/www.deepplus.co.kr\/?p=24\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ubd84\ub958 \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-24","post","type-post","status-publish","format-standard","hentry","category-dnn"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ubd84\ub958 \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c - Deep+<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.deepplus.co.kr\/?p=24\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ubd84\ub958 \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c - Deep+\" \/>\n<meta property=\"og:description\" content=\"\uc815\ud655\ub3c4(Accuracy) \ubaa8\ub378\uc774 \uc0d8\ud50c\uc744 \uc815\ud655\ud788 \ubd84\ub958\ud55c \ube44\uc728 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \ubd88\uade0\ud615\ud558\uac70\ub098 \ud2b9\uc815 \ud074\ub798\uc2a4\uc758 \uc131\ub2a5\uc5d0 \ud3b8\uc911\ub420 \uacbd\uc6b0 \uc880 \ub354 \uc138\ubc00\ud55c \ud3c9\uac00 \uc9c0\ud45c\uac00 \ud544\uc694\ud568 \uc815\ubc00\ub3c4(Precision) \ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \ubd84\ub958\ud55c \uc0d8\ud50c \uc911 \uc2e4\uc81c \uae0d\uc815\uc778 \ube44\uc728 Positive \uc815\ub2f5\ub960 PPV(Positive Predictive Value) \uc7ac\ud604\uc728(Recall) \uc2e4\uc81c \uae0d\uc815 \uc0d8\ud50c \uc911 \ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \ubd84\ub958\ud55c \ube44\uc728 Positive \uac80\ucd9c\ub960 sensitivity, hit rate, or TPR(True Positive Rate) Fall-out \uc2e4\uc81c \ubd80\uc815 &hellip; \ub354 \ubcf4\uae30 &quot;\ubd84\ub958 \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.deepplus.co.kr\/?p=24\" \/>\n<meta property=\"og:site_name\" content=\"Deep+\" \/>\n<meta property=\"article:published_time\" content=\"2017-04-18T05:34:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2017-04-20T11:45:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/confusion_matrix.png\" \/>\n<meta name=\"author\" content=\"deep+\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"deep+\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.deepplus.co.kr\/?p=24\",\"url\":\"https:\/\/www.deepplus.co.kr\/?p=24\",\"name\":\"\ubd84\ub958 \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c - 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\uc9c0\ud45c - Deep+","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.deepplus.co.kr\/?p=24","og_locale":"ko_KR","og_type":"article","og_title":"\ubd84\ub958 \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc9c0\ud45c - Deep+","og_description":"\uc815\ud655\ub3c4(Accuracy) \ubaa8\ub378\uc774 \uc0d8\ud50c\uc744 \uc815\ud655\ud788 \ubd84\ub958\ud55c \ube44\uc728 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \ubd88\uade0\ud615\ud558\uac70\ub098 \ud2b9\uc815 \ud074\ub798\uc2a4\uc758 \uc131\ub2a5\uc5d0 \ud3b8\uc911\ub420 \uacbd\uc6b0 \uc880 \ub354 \uc138\ubc00\ud55c \ud3c9\uac00 \uc9c0\ud45c\uac00 \ud544\uc694\ud568 \uc815\ubc00\ub3c4(Precision) \ubaa8\ub378\uc774 \uae0d\uc815\uc73c\ub85c \ubd84\ub958\ud55c \uc0d8\ud50c \uc911 \uc2e4\uc81c \uae0d\uc815\uc778 \ube44\uc728 Positive \uc815\ub2f5\ub960 PPV(Positive Predictive Value) \uc7ac\ud604\uc728(Recall) 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