{"id":980,"date":"2023-07-28T02:41:13","date_gmt":"2023-07-28T02:41:13","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%89%e1%85%b3%e1%84%86%e1%85%a2%e1%84%91%e1%85%b3-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab\/"},"modified":"2023-07-28T02:41:13","modified_gmt":"2023-07-28T02:41:13","slug":"%e1%84%89%e1%85%b3%e1%84%86%e1%85%a2%e1%84%91%e1%85%b3-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%89%e1%85%b3%e1%84%86%e1%85%a2%e1%84%91%e1%85%b3-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab\/","title":{"rendered":"Python\uc5d0\uc11c smape\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\ub300\uce6d \ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ub958(SMPE)\ub294<\/strong> \ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>SMAPE<\/strong> = (1\/n) * \u03a3(|\uc608\uce21 \u2013 \uc2e4\uc81c| \/ ((|\uc2e4\uc81c| + |\uc608\uce21|)\/2) * 100<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> &#8211; &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \uae30\ud638<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n<\/strong> \u2013 \ud45c\ubcf8 \ud06c\uae30<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>real<\/strong> \u2013 \ub370\uc774\ud130\uc758 \uc2e4\uc81c \uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc608\uce21<\/strong> \u2013 \ub370\uc774\ud130\uc758 \uc608\uc0c1 \uac12<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c SMAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/span><\/p>\n<h3> <strong>Python\uc5d0\uc11c SMape\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">SMape\ub97c \uacc4\uc0b0\ud558\ub294 \ub0b4\uc7a5 Python \ud568\uc218\ub294 \uc5c6\uc9c0\ub9cc \uc774\ub97c \uc218\ud589\ud558\ub294 \uac04\ub2e8\ud55c \ud568\uc218\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import <span style=\"color: #000000;\">numpy<\/span> as <span style=\"color: #000000;\">np<\/span>\n\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">def<\/span> smape( <span style=\"color: #3366ff;\">a<\/span> , <span style=\"color: #3366ff;\">f<\/span> ):\n    <span style=\"color: #008000;\">return<\/span> 1\/ <span style=\"color: #3366ff;\">len<\/span> (a) * np. <span style=\"color: #3366ff;\">sum<\/span> (2 * np. <span style=\"color: #3366ff;\">abs<\/span> (fa) \/ (np. <span style=\"color: #3366ff;\">abs<\/span> (a) + np. <span style=\"color: #3366ff;\">abs<\/span> (f))*100)\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uadf8\ub7f0 \ub2e4\uc74c \uc774 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc81c \ub370\uc774\ud130 \uac12\uc774 \ud3ec\ud568\ub41c \ud14c\uc774\ube14\uacfc \uc608\uce21 \ub370\uc774\ud130 \uac12\uc774 \ud3ec\ud568\ub41c \ud14c\uc774\ube14\uc758 SMPE\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define arrays of actual and forecasted data values<\/span>\nactual = np.array([12, 13, 14, 15, 15,22, 27])\nforecast = np.array([11, 13, 14, 14, 15, 16, 18])\n\n<span style=\"color: #008080;\">#calculate SMAPE<\/span>\nsmape(actual, forecast)\n\n12.45302\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\uc5d0\uc11c \uc774 \ubaa8\ub378\uc758 \ud3c9\uade0 \ub300\uce6d \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ub958\ub294 <strong>12.45302%<\/strong> \uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <strong><span style=\"color: #000000;\">\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/span><\/strong><\/h3>\n<p> <a href=\"https:\/\/en.wikipedia.org\/wiki\/Symmetric_mean_absolute_percentage_error\" target=\"_blank\" rel=\"noopener noreferrer\">SMAP\uc5d0 \ub300\ud55c Wikipedia \ud56d\ubaa9<\/a><br \/> <a href=\"https:\/\/robjhyndman.com\/hyndsight\/smape\/\" target=\"_blank\" rel=\"noopener noreferrer\">SMAP\uc5d0 \ub300\ud55c Rob J. Hyndman\uc758 \uc0dd\uac01<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab-\u110f\u1161\u1103\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r-\u110f\u1161\u1103\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">R\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1166\u11a8\u1109\u1166\u11af-\u110f\u1161\u1103\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">Excel\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub300\uce6d \ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ub958(SMPE)\ub294 \ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. SMAPE = (1\/n) * \u03a3(|\uc608\uce21 \u2013 \uc2e4\uc81c| \/ ((|\uc2e4\uc81c| + |\uc608\uce21|)\/2) * 100 \uae08: \u03a3 &#8211; &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \uae30\ud638 n \u2013 \ud45c\ubcf8 \ud06c\uae30 real \u2013 \ub370\uc774\ud130\uc758 \uc2e4\uc81c \uac12 \uc608\uce21 \u2013 \ub370\uc774\ud130\uc758 \uc608\uc0c1 \uac12 \uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c SMAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. Python\uc5d0\uc11c [&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-980","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>Python\uc5d0\uc11c SMape\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - Statorials<\/title>\n<meta name=\"description\" content=\"\uc608\ub97c \ub4e4\uc5b4 Python\uc5d0\uc11c SMAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc785\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\/\u1109\u1173\u1106\u1162\u1111\u1173-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\uc5d0\uc11c SMape\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - 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