{"id":1096,"date":"2023-07-27T16:27:00","date_gmt":"2023-07-27T16:27:00","guid":{"rendered":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%87%e1%85%a1%e1%86%ab%e1%84%87%e1%85%a9%e1%86%a8-%e1%84%8e%e1%85%b3%e1%86%a8%e1%84%8c%e1%85%a5%e1%86%bc-anova\/"},"modified":"2023-07-27T16:27:00","modified_gmt":"2023-07-27T16:27:00","slug":"r%e1%84%8b%e1%85%b4-%e1%84%87%e1%85%a1%e1%86%ab%e1%84%87%e1%85%a9%e1%86%a8-%e1%84%8e%e1%85%b3%e1%86%a8%e1%84%8c%e1%85%a5%e1%86%bc-anova","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%87%e1%85%a1%e1%86%ab%e1%84%87%e1%85%a9%e1%86%a8-%e1%84%8e%e1%85%b3%e1%86%a8%e1%84%8c%e1%85%a5%e1%86%bc-anova\/","title":{"rendered":"R\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 anova\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ko\/anova-\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ubc18\ubcf5 \uce21\uc815 ANOVA\ub294<\/a> \uac01 \uadf8\ub8f9\uc5d0 \ub3d9\uc77c\ud55c \ub300\uc0c1\uc774 \ub098\ud0c0\ub098\ub294 3\uac1c \uc774\uc0c1\uc758 \uadf8\ub8f9\uc758 \ud3c9\uade0 \uac04\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ud55c \ucc28\uc774\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \uc77c\uc6d0 \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3 data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\"><strong>\uc608: R\uc758 \ubc18\ubcf5 \uce21\uc815 ANOVA<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc5f0\uad6c\uc790\ub4e4\uc740 \ub124 \uac00\uc9c0 \uc57d\ubb3c\uc774 \uc11c\ub85c \ub2e4\ub978 \ubc18\uc751 \uc2dc\uac04\uc744 \uc720\ubc1c\ud558\ub294\uc9c0 \uc54c\uace0 \uc2f6\uc5b4\ud569\ub2c8\ub2e4. \uc774\ub97c \ud14c\uc2a4\ud2b8\ud558\uae30 \uc704\ud574 \uadf8\ub4e4\uc740 4\uac00\uc9c0 \ub2e4\ub978 \uc57d\ubb3c\uc5d0 \ub300\ud55c 5\uba85\uc758 \ud658\uc790\uc758 \ubc18\uc751 \uc2dc\uac04\uc744 \uce21\uc815\ud588\uc2b5\ub2c8\ub2e4. \uac01 \ud658\uc790\ub294 \ub124 \uac00\uc9c0 \uc57d\ubb3c \uac01\uac01\uc5d0 \ub300\ud574 \uce21\uc815\ub418\ubbc0\ub85c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc57d\ubb3c \uac04\uc5d0 \ud3c9\uade0 \ubc18\uc751 \uc2dc\uac04\uc774 \ub2e4\ub978\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">R\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \uc0ac\uc6a9\ud558\uc2ed\uc2dc\uc624.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130\ub97c \uc785\ub825\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 \ub370\uc774\ud130\ub97c \ubcf4\uad00\ud560 \ub370\uc774\ud130 \ud504\ub808\uc784\uc744 \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data<\/span>\ndf &lt;- data.frame(patient= <span style=\"color: #3366ff;\">rep<\/span> (1:5, <span style=\"color: #008000;\">each<\/span> =4),\n                 drug= <span style=\"color: #3366ff;\">rep<\/span> (1:4, <span style=\"color: #008000;\">times<\/span> =5),\n                 response=c(30, 28, 16, 34,\n                            14, 18, 10, 22,\n                            24, 20, 18, 30,\n                            38, 34, 20, 44,\n                            26, 28, 14, 30))\n\n<span style=\"color: #008080;\">#view data<\/span>\ndf\n\n   patient drug response\n1 1 1 30\n2 1 2 28\n3 1 3 16\n4 1 4 34\n5 2 1 14\n6 2 2 18\n7 2 3 10\n8 2 4 22\n9 3 1 24\n10 3 2 20\n11 3 3 18\n12 3 4 30\n13 4 1 38\n14 4 2 34\n15 4 3 20\n16 4 4 44\n17 5 1 26\n18 5 2 28\n19 5 3 14\n20 5 4 30<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c <strong>aov()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008080;\">#fit repeated measures ANOVA model<\/span>\nmodel &lt;- aov(response~ <span style=\"color: #008000;\">factor<\/span> (drug)+ <span style=\"color: #008000;\">Error<\/span> ( <span style=\"color: #008000;\">factor<\/span> (patient)), data = df)\n\n<span style=\"color: #008080;\">#view model summary<\/span>\nsummary(model)\n<\/span>\nError: factor(patient)\n          Df Sum Sq Mean Sq F value Pr(&gt;F)\nResiduals 4 680.8 170.2               \n\nError: Within\n             Df Sum Sq Mean Sq F value Pr(&gt;F)    \nfactor(drug) 3 698.2 232.7 24.76 1.99e-05 ***\nResiduals 12 112.8 9.4                     \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: \uacb0\uacfc\ub97c \ud574\uc11d\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubc18\ubcf5 \uce21\uc815 ANOVA\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uadc0\ubb34 \uac00\uc124\uacfc \ub300\ub9bd \uac00\uc124\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\uadc0\ubb34\uac00\uc124(H <sub>0<\/sub> ):<\/strong> \u00b5 <sub>1<\/sub> = \u00b5 <sub>2<\/sub> = \u00b5 <sub>3<\/sub> (\ubaa8\uc9d1\ub2e8 \ud3c9\uade0\uc740 \ubaa8\ub450 \ub3d9\uc77c\ud568)<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\ub300\ub9bd \uac00\uc124: (Ha):<\/strong> \uc801\uc5b4\ub3c4 \ud558\ub098\uc758 \ubaa8\uc9d1\ub2e8 \ud3c9\uade0\uc774 \ub098\uba38\uc9c0 \ubaa8\uc9d1\ub2e8 \ud3c9\uade0\uacfc \ub2e4\ub985\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uc608\uc5d0\uc11c F \uac80\uc815 \ud1b5\uacc4\ub7c9\uc740 <strong>24.76<\/strong> \uc774\uace0 \ud574\ub2f9 p-\uac12\uc740 <strong>1.99e-05<\/strong> \uc785\ub2c8\ub2e4. \uc774 p-\uac12\uc740 0.05\ubcf4\ub2e4 \uc791\uae30 \ub54c\ubb38\uc5d0 \uadc0\ubb34 \uac00\uc124\uc744 \uae30\uac01\ud558\uace0 \ub124 \uac00\uc9c0 \uc57d\ubb3c \uac04\uc758 \ud3c9\uade0 \ubc18\uc751 \uc2dc\uac04\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ud55c \ucc28\uc774\uac00 \uc788\ub2e4\ub294 \uacb0\ub860\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>4\ub2e8\uacc4: \uacb0\uacfc\ub97c \ubcf4\uace0\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub9c8\uc9c0\ub9c9\uc73c\ub85c \ubc18\ubcf5 \uce21\uc815 ANOVA\uc758 \uacb0\uacfc\ub97c \ubcf4\uace0\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc758 \uc608\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\">\ubc18\uc751 \uc2dc\uac04\uc5d0 \ub300\ud55c 4\uac00\uc9c0 \ub2e4\ub978 \uc57d\ubb3c\uc758 \ud6a8\uacfc\ub97c \uc870\uc0ac\ud558\uae30 \uc704\ud574 5\uba85\uc758 \uac1c\uc778\uc5d0 \ub300\ud574 \uc77c\uc6d0 \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\ub294 \uc0ac\uc6a9\ub41c \uc57d\ubb3c\uc758 \uc720\ud615\uc5d0 \ub530\ub77c \ubc18\uc751 \uc2dc\uac04\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ud55c \ucc28\uc774\uac00 \uc788\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4(F(3, 12) = 24.76, p &lt; 0.001).<\/span><\/p>\n<\/blockquote>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/anova-\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc\/\">\ubc18\ubcf5 \uce21\uc815 ANOVA: \uc815\uc758, \uacf5\uc2dd \ubc0f \uc608<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/anova\u1102\u1173\u11ab-\u1109\u1169\u11ab\u110b\u1173\u1105\u1169-\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc\/\">\ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc-anova-python\/\">Python\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc-anova-excel\/\">Excel\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc-anova-spss\/\">SPSS\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc-anova-stata\/\">Stata\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ubc18\ubcf5 \uce21\uc815 ANOVA\ub294 \uac01 \uadf8\ub8f9\uc5d0 \ub3d9\uc77c\ud55c \ub300\uc0c1\uc774 \ub098\ud0c0\ub098\ub294 3\uac1c \uc774\uc0c1\uc758 \uadf8\ub8f9\uc758 \ud3c9\uade0 \uac04\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ud55c \ucc28\uc774\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \uc77c\uc6d0 \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \uc608: R\uc758 \ubc18\ubcf5 \uce21\uc815 ANOVA \uc5f0\uad6c\uc790\ub4e4\uc740 \ub124 \uac00\uc9c0 \uc57d\ubb3c\uc774 \uc11c\ub85c \ub2e4\ub978 \ubc18\uc751 \uc2dc\uac04\uc744 \uc720\ubc1c\ud558\ub294\uc9c0 \uc54c\uace0 \uc2f6\uc5b4\ud569\ub2c8\ub2e4. \uc774\ub97c \ud14c\uc2a4\ud2b8\ud558\uae30 \uc704\ud574 \uadf8\ub4e4\uc740 4\uac00\uc9c0 \ub2e4\ub978 \uc57d\ubb3c\uc5d0 \ub300\ud55c [&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-1096","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 \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc608\uc81c\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\" 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