{"id":2248,"date":"2023-07-23T02:03:54","date_gmt":"2023-07-23T02:03:54","guid":{"rendered":"https:\/\/statorials.org\/ko\/mse-%e1%84%83%e1%85%a2-rmse\/"},"modified":"2023-07-23T02:03:54","modified_gmt":"2023-07-23T02:03:54","slug":"mse-%e1%84%83%e1%85%a2-rmse","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/mse-%e1%84%83%e1%85%a2-rmse\/","title":{"rendered":"Mse \ub300 rmse: \uc5b4\ub5a4 \uce21\uc815\ud56d\ubaa9\uc744 \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\uae4c?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\ud68c\uadc0 \ubaa8\ub378\uc740 \ud558\ub098 \uc774\uc0c1\uc758 \uc608\uce21 \ubcc0\uc218\uc640 <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1167\u11ab\u1109\u116e-\u1109\u1165\u11af\u1106\u1167\u11bc-\u110b\u1173\u11bc\u1103\u1161\u11b8\/\" target=\"_blank\" rel=\"noopener\">\ubc18\uc751 \ubcc0\uc218<\/a> \uac04\uc758 \uad00\uacc4\ub97c \uc218\ub7c9\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\uc2dc\ud0ac \ub54c\ub9c8\ub2e4 \ubaa8\ub378\uc774 \uc608\uce21 \ubcc0\uc218\uc758 \uac12\uc744 \uc5bc\ub9c8\ub098 \uc798 \uc0ac\uc6a9\ud558\uc5ec \uc751\ub2f5 \ubcc0\uc218\uc758 \uac12\uc744 \uc608\uce21\ud560 \uc218 \uc788\ub294\uc9c0 \uc774\ud574\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \uc218\ub7c9\ud654\ud558\uae30 \uc704\ud574 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \ub450 \uac00\uc9c0 \uc9c0\ud45c\ub294 \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\uc640 \ud3c9\uade0 \uc81c\uacf1\uadfc \uc624\ucc28(RMSE)\uc774\uba70, \uc774\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>MSE<\/strong> : \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc608\uce21 \uac12\uacfc \uc2e4\uc81c \uac12 \uac04\uc758 \ud3c9\uade0 \uc81c\uacf1\uadfc \ucc28\uc774\ub97c \uc54c\ub824\uc8fc\ub294 \uce21\uc815\ud56d\ubaa9\uc785\ub2c8\ub2e4. MSE\uac00 \ub0ae\uc744\uc218\ub85d \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub354 \uc798 \ub9de\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = \u03a3(\u0177 <sub>i<\/sub> \u2013 y <sub>i<\/sub> ) <sup>2<\/sup> \/ n<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u03a3\ub294 &#8216;\ud569&#8217;\uc744 \uc758\ubbf8\ud558\ub294 \uae30\ud638\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0177 <sub>i<\/sub> \ub294 i <sup>\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uc608\uce21\uac12\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">y <sub>i<\/sub> \ub294 <sup>i\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uad00\uce21\uac12\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">n\uc740 \ud45c\ubcf8 \ud06c\uae30\uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>RMSE<\/strong> : \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc608\uce21 \uac12\uacfc \uc2e4\uc81c \uac12 \uac04\uc758 \ucc28\uc774\uc758 \uc81c\uacf1 \ud3c9\uade0 \uc81c\uacf1\uadfc\uc744 \uc54c\ub824\uc8fc\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4. RMSE\uac00 \ub0ae\uc744\uc218\ub85d \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub354 \uc798 \ub9de\ub294 \uac83\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;\">RMSE = \u221a <span style=\"border-top: 1px solid black;\">\u03a3(\u0177 <sub>i<\/sub> \u2013 y <sub>i<\/sub> ) <sup>2<\/sup> \/ n<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u03a3\ub294 &#8216;\ud569&#8217;\uc744 \uc758\ubbf8\ud558\ub294 \uae30\ud638\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0177 <sub>i<\/sub> \ub294 i <sup>\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uc608\uce21\uac12\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">y <sub>i<\/sub> \ub294 <sup>i\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uad00\uce21\uac12\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">n\uc740 \ud45c\ubcf8 \ud06c\uae30\uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uacf5\uc2dd\uc740 \uac70\uc758 \ub3d9\uc77c\ud569\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28\ub294 \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28\uc758 \uc81c\uacf1\uadfc\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>RMSE \ub300 MSE: \uc5b4\ub5a4 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\uae4c?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \ud3c9\uac00\ud558\uae30 \uc704\ud574 <strong>RMSE\ub97c \ub354 \uc790\uc8fc \uc0ac\uc6a9\ud569\ub2c8\ub2e4<\/strong> . RMSE\ub294 \uc751\ub2f5 \ubcc0\uc218\uc640 \ub3d9\uc77c\ud55c \ub2e8\uc704\ub85c \uce21\uc815\ub418\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubc18\ub300\ub85c, MSE\ub294 \ubc18\uc751 \ubcc0\uc218\uc758 \uc81c\uacf1 \ub2e8\uc704\ub85c \uce21\uc815\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub97c \uc124\uba85\ud558\uae30 \uc704\ud574 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec 10\uba85\uc758 \uc120\uc218\uac00 \ub18d\uad6c \uacbd\uae30\uc5d0\uc11c \ub4dd\uc810\ud560 \uc810\uc218\ub97c \uc608\uce21\ud55c\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud45c\ub294 \ud50c\ub808\uc774\uc5b4\uac00 \ud68d\ub4dd\ud55c \uc2e4\uc81c \uc810\uc218\uc640 \ube44\uad50\ud558\uc5ec \ubaa8\ub378\uc5d0\uc11c \uc608\uce21\ud55c \uc810\uc218\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20563 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mse_1.png\" alt=\"\" width=\"275\" height=\"319\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">MSE = \u03a3(\u0177 <sub>i<\/sub> \u2013 y <sub>i<\/sub> ) <sup>2<\/sup> \/ n<\/span><\/li>\n<li> <span style=\"color: #000000;\">MSE = ((14-12) <sup>2<\/sup> +(15-15) <sup>2<\/sup> +(18-20) <sup>2<\/sup> +(19-16) <sup>2<\/sup> +(25-20) <sup>2<\/sup> +(18-19) <sup>2<\/sup> +(12-16) <sup>2<\/sup> +(12-20) <sup>2<\/sup> +(15-16) <sup>2<\/sup> +(22-16) <sup>2<\/sup> ) \/ 10<\/span><\/li>\n<li> <span style=\"color: #000000;\">MSE = 16<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc81c\uacf1\ud3c9\uade0\uc81c\uacf1\uadfc \uc624\ucc28\ub294 <strong>16<\/strong> \uc785\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc5d0\uc11c \uc608\uce21\ud55c \uac12\uacfc \uc2e4\uc81c \uac12\uc758 \uc81c\uacf1\ud3c9\uade0\uc81c\uacf1\uadfc \ucc28\uc774\uac00 16\uc784\uc744 \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">RMSE(\ud3c9\uade0 \uc81c\uacf1\uadfc \uc624\ucc28)\ub294 \ub2e8\uc21c\ud788 MSE\uc758 \uc81c\uacf1\uadfc\uc785\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">ADE = \u221a <span style=\"border-top: 1px solid black;\">EQM<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\">RMSE = \u221a <span style=\"border-top: 1px solid black;\">16<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\">RMSE = 4<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28\ub294 <strong>4<\/strong> \uc785\ub2c8\ub2e4. \uc774\ub294 \uc608\uc0c1 \ub4dd\uc810\uacfc \uc2e4\uc81c \ub4dd\uc810 \uc0ac\uc774\uc758 \ud3c9\uade0 \ud3b8\ucc28\uac00 4\uc784\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\ud3c9\uade0 \uc81c\uacf1 \uc624\ub958\ub97c \ud574\uc11d\ud558\ub294 \uac83\uc740 \ud3c9\uade0 \uc81c\uacf1 \uc624\ub958\ubcf4\ub2e4 \ud6e8\uc52c \uac04\ub2e8\ud569\ub2c8\ub2e4. \uc65c\ub0d0\ud558\uba74 &#8220;\ub4dd\uc810 \uc81c\uacf1&#8221;\uc774 \uc544\ub2cc &#8220;\ub4dd\uc810&#8221;\uc5d0 \ub300\ud574 \uc774\uc57c\uae30\ud558\uace0 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/span><\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc2e4\uc81c\ub85c RMSE\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc2e4\uc81c\ub85c \uc6b0\ub9ac\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc5ec\ub7ec \ud68c\uadc0 \ubaa8\ub378\uc744 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub9de\ucd94\uace0 \uac01 \ubaa8\ub378\uc758 RMSE(\ud3c9\uade0 \uc81c\uacf1\uadfc \uc624\ucc28)\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7f0 \ub2e4\uc74c RMSE \uac12\uc774 \uac00\uc7a5 \ub0ae\uc740 \ubaa8\ub378\uc744 &#8220;\ucd5c\uace0&#8221; \ubaa8\ub378\ub85c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc65c\ub0d0\ud558\uba74 \uc774 \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc2e4\uc81c \uac12\uc5d0 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc608\uce21\uc744 \ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uac01 \ubaa8\ub378\uc758 MSE \uac12\uc744 \ube44\uad50\ud560 \uc218\ub3c4 \uc788\uc9c0\ub9cc RMSE\uac00 \ud574\uc11d\ud558\uae30 \ub354 \uac04\ub2e8\ud558\ubbc0\ub85c \ub354 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong><span style=\"color: #000000;\">\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/span><\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">\ub2e4\uc911 \uc120\ud615 \ud68c\uadc0 \uc18c\uac1c<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/rmse-\u1103\u1162-r-\u110c\u1166\u1100\u1169\u11b8\/\" target=\"_blank\" rel=\"noopener\">RMSE\uc640 R-\uc81c\uacf1: \uc5b4\ub5a4 \uce21\uc815\ud56d\ubaa9\uc744 \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\uae4c?<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/rms-\u1100\u1168\u1109\u1161\u11ab\u1100\u1175\/\" target=\"_blank\" rel=\"noopener\">RMSE \uacc4\uc0b0\uae30<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud68c\uadc0 \ubaa8\ub378\uc740 \ud558\ub098 \uc774\uc0c1\uc758 \uc608\uce21 \ubcc0\uc218\uc640 \ubc18\uc751 \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \uc218\ub7c9\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\uc2dc\ud0ac \ub54c\ub9c8\ub2e4 \ubaa8\ub378\uc774 \uc608\uce21 \ubcc0\uc218\uc758 \uac12\uc744 \uc5bc\ub9c8\ub098 \uc798 \uc0ac\uc6a9\ud558\uc5ec \uc751\ub2f5 \ubcc0\uc218\uc758 \uac12\uc744 \uc608\uce21\ud560 \uc218 \uc788\ub294\uc9c0 \uc774\ud574\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \uc218\ub7c9\ud654\ud558\uae30 \uc704\ud574 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \ub450 \uac00\uc9c0 \uc9c0\ud45c\ub294 \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\uc640 \ud3c9\uade0 \uc81c\uacf1\uadfc \uc624\ucc28(RMSE)\uc774\uba70, \uc774\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. 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