{"id":4432,"date":"2023-07-11T03:56:38","date_gmt":"2023-07-11T03:56:38","guid":{"rendered":"https:\/\/statorials.org\/ko\/sas%e1%84%8b%e1%85%b4-aic\/"},"modified":"2023-07-11T03:56:38","modified_gmt":"2023-07-11T03:56:38","slug":"sas%e1%84%8b%e1%85%b4-aic","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/sas%e1%84%8b%e1%85%b4-aic\/","title":{"rendered":"Sas\uc5d0\uc11c aic\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">AIC(Akaike Information Criterion)\ub294 \uc5ec\ub7ec \ud68c\uadc0 \ubaa8\ub378\uc758 \uc801\ud569\uc131\uc744 \ube44\uad50\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\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;\">AIC = 2K \u2013 <em>2ln<\/em> (L)<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>K:<\/strong> \ubaa8\ub378 \ub9e4\uac1c\ubcc0\uc218\uc758 \uc218\uc785\ub2c8\ub2e4. K\uc758 \uae30\ubcf8\uac12\uc740 2\uc774\ubbc0\ub85c \uc608\uce21 \ubcc0\uc218\uac00 \ud558\ub098\ub9cc \uc788\ub294 \ubaa8\ub378\uc758 K \uac12\uc740 2+1 = 3\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong><em>ln<\/em> (L)<\/strong> : \ubaa8\ub378\uc758 \ub85c\uadf8 \uc6b0\ub3c4\uc785\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \ud1b5\uacc4 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 \uc774 \uac12\uc744 \uc790\ub3d9\uc73c\ub85c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">AIC\ub294 \ub370\uc774\ud130\uc758 \uac00\uc7a5 \ud070 \ubcc0\ud654\ub97c \uc124\uba85\ud558\ub294 \ubaa8\ub378\uc744 \ucc3e\ub294 \ub3d9\uc2dc\uc5d0 \uacfc\ub3c4\ud55c \uc218\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc5d0 \ud398\ub110\ud2f0\ub97c \uc801\uc6a9\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc5ec\ub7ec \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\uc6a9\ud55c \ud6c4\uc5d0\ub294<\/span> <span style=\"color: #000000;\">\uac01 \ubaa8\ub378\uc758 AIC \uac12\uc744 \ube44\uad50\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AIC\uac00 \ub0ae\uc744\uc218\ub85d \uc801\ud569\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 SAS\uc758 \ub2e4\uc591\ud55c \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c AIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\uc608: SAS\uc5d0\uc11c AIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ud559\uc0dd\ub4e4\uc774 \uc218\uc5c5\uc5d0\uc11c \ub2ec\uc131\ud560 \uc2dc\ud5d8 \uc131\uc801\uc744 \uc608\uce21\ud558\uae30 \uc704\ud574 \uc138 \uac00\uc9c0 <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 \ubaa8\ub378\uc744<\/a> \uc801\ud569\ud654\ud55c\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uac01 \ubaa8\ub378\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc608\uce21 \ubcc0\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\ubaa8\ub378 1\uc758 \uc608\uce21 \ubcc0\uc218: \uc5f0\uad6c\uc5d0 \uc18c\uc694\ub41c \uc2dc\uac04<\/span><\/li>\n<li> <span style=\"color: #000000;\">\ubaa8\ub378 2\uc758 \uc608\uce21 \ubcc0\uc218: \uacfc\uac70 \uc2e4\uae30 \uc2dc\ud5d8<\/span><\/li>\n<li> <span style=\"color: #000000;\">\ubaa8\ub378 3\uc758 \uc608\uce21 \ubcc0\uc218: \uacf5\ubd80\uc5d0 \uc18c\ube44\ud55c \uc2dc\uac04 \ubc0f \uc5f0\uc2b5 \uc2dc\ud5d8\uc5d0 \uc751\uc2dc\ud55c \uc2dc\uac04<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc0dd 20\uba85\uc5d0 \ub300\ud55c \uc774 \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c \ub370\uc774\ud130\uc138\ud2b8\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> exam_data;\n    <span style=\"color: #3366ff;\">input<\/span> hours prep_exams score;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n1 1 76\n2 3 78\n2 3 85\n4 5 88\n2 2 72\n1 2 69\n5 1 94\n4 1 94\n2 0 88\n4 3 92\n4 4 90\n3 3 75\n6 2 96\n5 4 90\n3 4 82\n4 4 85\n6 5 99\n2 1 83\n1 0 62\n2 1 76\n;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c, <strong>proc reg\ub97c<\/strong> \uc0ac\uc6a9\ud558\uc5ec \uc774\ub7ec\ud55c \uac01 \ud68c\uadc0 \ubaa8\ub378\uc744 \ub9de\ucd94\uace0 <strong>Selection=adjrsq sse aic<\/strong> \ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac01 \ubaa8\ub378\uc758 AIC \uac12\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*fit multiple linear regression models and calculate AIC for each model*\/<\/span>\n<span style=\"color: #800080;\">proc reg<\/span> <span style=\"color: #3366ff;\">data<\/span> =exam_data;\n    <span style=\"color: #3366ff;\">model<\/span> score = hours prep_exams \/ selection=adjrsq sse aic;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-34722\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/aic1.png\" alt=\"SAS\uc5d0\uc11c AIC \uacc4\uc0b0\" width=\"544\" height=\"334\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\uc5d0\uc11c \uac01 \ubaa8\ub378\uc758 AIC \uac12\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\uc2dc\uac04\uc744 \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\ub294 AIC: <strong>68.4537<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\uc2dc\uac04\uacfc \uc2dc\ud5d8\uc744 \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\ub294 AIC: <strong>69.9507<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\uc2dc\ud5d8\uc744 \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\ub294 AIC: <strong>91.4967<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">AIC \uac12\uc774 \uac00\uc7a5 \ub0ae\uc740 \ubaa8\ub378\uc740 \uc608\uce21 \ubcc0\uc218\ub85c \uc2dc\uac04\ub9cc \ud3ec\ud568\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub530\ub77c\uc11c \uc6b0\ub9ac\ub294 \ub2e4\uc74c \ubaa8\ub378\uc774 \ub370\uc774\ud130\uc5d0 \uac00\uc7a5 \uc801\ud569\ud558\ub2e4\uace0 \uc120\uc5b8\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc810\uc218 = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> (\uacf5\ubd80\ud55c \uc2dc\uac04)<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc744 \uac00\uc7a5 \uc88b\uc740 \uac83\uc73c\ub85c \uc2dd\ubcc4\ud558\uba74 \uc774\ub97c \uc801\ud569\ud654\ud558\uace0 R \uc81c\uacf1 \uac12\uacfc \ubca0\ud0c0 \uacc4\uc218\ub97c \ud3ec\ud568\ud55c \uacb0\uacfc\ub97c \ubd84\uc11d\ud558\uc5ec \uacf5\ubd80\ud55c \uc2dc\uac04\uacfc \ud559\uc0dd \uc131\uc801 \uc0ac\uc774\uc758 \uc815\ud655\ud55c \uad00\uacc4\ub97c \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. &#8216;\ucd5c\uc885 \uc2dc\ud5d8.<\/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 SAS\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> <a href=\"https:\/\/statorials.org\/ko\/sas\u110b\u1174-\u1103\u1161\u11ab\u1109\u116e\u11ab-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">SAS\uc5d0\uc11c \ub2e8\uc21c \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/sas\u110b\u1174-\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">SAS\uc5d0\uc11c \ub2e4\uc911 \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/sas-r-\u110f\u1161\u1105\u1166\/\" target=\"_blank\" rel=\"noopener\">SAS\uc5d0\uc11c R \uc81c\uacf1\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/sas-rmse\/\" target=\"_blank\" rel=\"noopener\">SAS\uc5d0\uc11c RMSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AIC(Akaike Information Criterion)\ub294 \uc5ec\ub7ec \ud68c\uadc0 \ubaa8\ub378\uc758 \uc801\ud569\uc131\uc744 \ube44\uad50\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uce21\uc815\ud56d\ubaa9\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. AIC = 2K \u2013 2ln (L) \uae08: K: \ubaa8\ub378 \ub9e4\uac1c\ubcc0\uc218\uc758 \uc218\uc785\ub2c8\ub2e4. K\uc758 \uae30\ubcf8\uac12\uc740 2\uc774\ubbc0\ub85c \uc608\uce21 \ubcc0\uc218\uac00 \ud558\ub098\ub9cc \uc788\ub294 \ubaa8\ub378\uc758 K \uac12\uc740 2+1 = 3\uc785\ub2c8\ub2e4. ln (L) : \ubaa8\ub378\uc758 \ub85c\uadf8 \uc6b0\ub3c4\uc785\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \ud1b5\uacc4 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 \uc774 \uac12\uc744 \uc790\ub3d9\uc73c\ub85c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AIC\ub294 \ub370\uc774\ud130\uc758 [&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-4432","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>SAS\uc5d0\uc11c AIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 SAS\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c AIC\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\/sas\u110b\u1174-aic\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SAS\uc5d0\uc11c AIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) - 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