{"id":1009,"date":"2023-07-28T00:10:59","date_gmt":"2023-07-28T00:10:59","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%90%e1%85%a5%e1%84%8f%e1%85%b5-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-r\/"},"modified":"2023-07-28T00:10:59","modified_gmt":"2023-07-28T00:10:59","slug":"%e1%84%90%e1%85%a5%e1%84%8f%e1%85%b5-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%90%e1%85%a5%e1%84%8f%e1%85%b5-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-r\/","title":{"rendered":"R\uc5d0\uc11c tukey \ud14c\uc2a4\ud2b8\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\/\u1103\u1161\u11ab\u1107\u1161\u11bc\u1112\u1163\u11bc-\u110b\u1161\u1102\u1169\u1107\u1161\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d\uc740<\/a> 3\uac1c \uc774\uc0c1\uc758 \ub3c5\ub9bd \uadf8\ub8f9 \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> <span style=\"color: #000000;\">ANOVA \ud14c\uc774\ube14\uc758 \uc804\uccb4 <a href=\"https:\/\/statorials.org\/ko\/\u1110\u1169\u11bc\u1100\u1168\u1112\u1161\u11a8\u110b\u1173\u11ab-\u1100\u1161\u11ab\u1103\u1161\u11ab\u1112\u1161\u1100\u1169-\u110c\u1175\u11a8\u110c\u1165\u11b8\u110c\u1165\u11a8\u110b\u1175\u11ab-\u1107\u1161\u11bc\u1107\u1165\u11b8\u110b\u1173\u1105\u1169-\u1100\u1162\u1102\u1167\u11b7\u110b\u1173\u11af-\u1109\u1165\u11af\u1106\u1167\u11bc\u1112\u1161\u1106\u1173\u1105\u1169-\u1110\u1169\u11bc\u1100\u1168\u1105\u1173\u11af-\u1103\u1165-\u1109\u1171\u11b8\u1100\u1166-\u1107\u1162\u110b\u116e\u11af-\u1109\u116e-\u110b\u1175\u11bb\u1109\u1173\u11b8\u1102\u1175\u1103\u1161.\/\" target=\"_blank\" rel=\"noopener noreferrer\">p-\uac12\uc774<\/a> \ud2b9\uc815 \uc720\uc758 \uc218\uc900\ubcf4\ub2e4 \ub0ae\uc73c\uba74 \uadf8\ub8f9 \ud3c9\uade0 \uc911 \ud558\ub098 \uc774\uc0c1\uc774 \ub2e4\ub978 \ud3c9\uade0\uacfc \ub2e4\ub974\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \uc774\ub294 <em>\uc5b4\ub5a4<\/em> \uadf8\ub8f9\uc774 \uc11c\ub85c \ub2e4\ub978\uc9c0\ub294 \uc54c\ub824\uc8fc\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \ubaa8\ub4e0 \uadf8\ub8f9 \ud3c9\uade0\uc774 \ub3d9\uc77c\ud558\uc9c0\ub294 \uc54a\ub2e4\ub294 \uac83\uc744 \uc54c\ub824\uc90d\ub2c8\ub2e4. \uc5b4\ub5a4 \uadf8\ub8f9\uc774 \uc11c\ub85c \ub2e4\ub978\uc9c0 \uc815\ud655\ud788 \uc54c\uae30 \uc704\ud574\uc11c\ub294 <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1161\u1112\u116e-anova-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc0ac\ud6c4 \ud14c\uc2a4\ud2b8\ub97c<\/a> \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc0ac\ud6c4 \ud14c\uc2a4\ud2b8 \uc911 \ud558\ub098\ub294 <strong>Tukey \ud14c\uc2a4\ud2b8<\/strong> \ub85c, \uc774\ub97c \ud1b5\ud574 <a href=\"https:\/\/statorials.org\/ko\/\u1100\u1168\u110b\u1167\u11af-\u110b\u1169\u1105\u1172\u110b\u1172\u11af\/\" target=\"_blank\" rel=\"noopener noreferrer\">familywise \uc624\ub958\uc728\uc744<\/a> \uc81c\uc5b4\ud558\uba74\uc11c \uac01 \uadf8\ub8f9\uc758 \ud3c9\uade0 \uac04\uc758 \uc30d\ubcc4 \ube44\uad50\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c Tukey \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em><strong>\ucc38\uace0:<\/strong> \uc5f0\uad6c\uc5d0 \ud3ec\ud568\ub41c \uadf8\ub8f9 \uc911 \ud1b5\uc81c \uadf8\ub8f9\uc73c\ub85c \uac04\uc8fc\ub418\ub294 \uadf8\ub8f9\uc774 \uc788\ub294 \uacbd\uc6b0 \ub300\uc2e0 <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1165\u1102\u1166\u11ba-\u1110\u1166\u1109\u1173\u1110\u1173-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Dunnett\uc758 \uac80\uc815\uc744<\/a> \uc0ac\ud6c4 \uac80\uc815\uc73c\ub85c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/em><\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: R\uc758 Tukey \ud14c\uc2a4\ud2b8<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ubd84\uc0b0\ubd84\uc11d \ubaa8\ub378\uc744 \uc801\ud569\uc2dc\ud0b5\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \uc138 \uadf8\ub8f9(A, B, C)\uc73c\ub85c \uad6c\uc131\ub41c \uac00\uc9dc \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0dd\uc131\ud558\uace0 \uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d \ubaa8\ub378\uc744 \ub370\uc774\ud130\uc5d0 \ud53c\ud305\ud558\uc5ec \uac01 \uadf8\ub8f9\uc758 \ud3c9\uade0\uac12\uc774 \ub3d9\uc77c\ud55c\uc9c0 \ud655\uc778\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible<\/span>\nset.seed(0)\n\n<span style=\"color: #008080;\">#create data<\/span>\ndata &lt;- data.frame(group = <span style=\"color: #3366ff;\">rep<\/span> (c(\"A\", \"B\", \"C\"), <span style=\"color: #3366ff;\">each<\/span> = 30),\n                   values = c(runif(30, 0, 3),\n                                   runif(30, 0, 5),\n                                   runif(30, 1, 7)))\n\n<span style=\"color: #008080;\">#view first six rows of data<\/span>\nhead(data)\n\n  group values\n1 A 2.6900916\n2 A 0.7965260\n3 A 1.1163717\n4 A 1.7185601\n5 A 2.7246234\n6 A 0.6050458\n\n<span style=\"color: #008080;\">#fit one-way ANOVA model<\/span>\nmodel &lt;- <span style=\"color: #3366ff;\">aov<\/span> (values~group, data=data)\n\n<span style=\"color: #008080;\">#view the model output\n<\/span>summary(model)\n\n            Df Sum Sq Mean Sq F value Pr(&gt;F)    \ngroup 2 98.93 49.46 30.83 7.55e-11 ***\nResiduals 87 139.57 1.60                     \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">ANOVA \ud14c\uc774\ube14\uc758 \uc804\uccb4 p-\uac12\uc774 <strong>7.55e-11<\/strong> \uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc22b\uc790\ub294 0.05\ubcf4\ub2e4 \uc791\uc73c\ubbc0\ub85c \uac01 \uadf8\ub8f9\uc758 \ud3c9\uade0\uac12\uc774 \ub3d9\uc77c\ud558\uc9c0 \uc54a\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c Tukey \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uc5ec \uc815\ud655\ud788 \uc5b4\ub5a4 \uadf8\ub8f9 \ud3c9\uade0\uc774 \ub2e4\ub978\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: Tukey \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 <strong>TukeyHSD()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec Tukey \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#perform Tukey's Test\n<\/span>TukeyHSD(model, conf.level= <span style=\"color: #993300;\">.95<\/span> ) \n\n  Tukey multiple comparisons of means\n    95% family-wise confidence level\n\nFit: aov(formula = values ~ group, data = data)\n\n$group\n         diff lwr upr p adj\nBA 0.9777414 0.1979466 1.757536 0.0100545\nCA 2.5454024 1.7656076 3.325197 0.0000000\nCB 1.5676610 0.7878662 2.347456 0.0000199\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">p-\uac12\uc740 \uac01 \ud504\ub85c\uadf8\ub7a8 \uac04\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c \ucc28\uc774\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uac01 \ud504\ub85c\uadf8\ub7a8\uc758 \ud3c9\uade0 \uccb4\uc911 \uac10\ub7c9\uc740 \uc720\uc758\uc218\uc900 0.05\uc5d0\uc11c \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c \ucc28\uc774\uac00 \uc788\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud2b9\ud788:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">B\uc640 A \uc0ac\uc774\uc758 \ud3c9\uade0 \ucc28\uc774\uc5d0 \ub300\ud55c P \uac12: <strong>0.0100545<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">C\uc640 A \uac04\uc758 \ud3c9\uade0 \ucc28\uc774\uc5d0 \ub300\ud55c P \uac12: <strong>0.0000000<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">C\uc640 B \uc0ac\uc774\uc758 \ud3c9\uade0 \ucc28\uc774\uc5d0 \ub300\ud55c P \uac12: <strong>0.0000199<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub610\ud55c <strong>\ud50c\ub86f(TukeyHSD())<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e0\ub8b0\uad6c\uac04\uc744 \uc2dc\uac01\ud654\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#plot confidence intervals<\/span>\nplot(TukeyHSD(model, conf.level= <span style=\"color: #993300;\">.95<\/span> ), las = <span style=\"color: #993300;\">2<\/span> )\n<\/strong><\/pre>\n<p> <em><span style=\"color: #000000;\">\ucc38\uace0: <strong>las<\/strong> \uc778\uc218\ub294 \ub208\uae08 \ub808\uc774\ube14\uc774 \ucd95\uc5d0 \uc218\uc9c1(las=2)\uc774\uc5b4\uc57c \ud568\uc744 \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/span><\/em> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10466 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/tukey1.png\" alt=\"R\uc758 Tukey \ud14c\uc2a4\ud2b8\" width=\"379\" height=\"393\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub8f9 \uac04 \ud3c9\uade0\uac12\uc5d0 \ub300\ud55c \uc2e0\ub8b0\uad6c\uac04 \uc911 \uc5b4\ub290 \uac83\ub3c4 0 \uac12\uc744 \ud3ec\ud568\ud558\uc9c0 \uc54a\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc138 \uadf8\ub8f9 \uac04 \ud3c9\uade0 \uc190\uc2e4\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c \ucc28\uc774\uac00 \uc788\uc74c\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774\ub294 \uac00\uc124 \uac80\uc815\uc5d0 \ub300\ud55c \ubaa8\ub4e0 p-\uac12\uc774 0.05 \ubbf8\ub9cc\uc778 \uac83\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud2b9\uc815 \uc608\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacb0\ub860\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\uadf8\ub8f9 C\uc758 \ud3c9\uade0\uac12\uc740 \uadf8\ub8f9 A\uc640 B\uc758 \ud3c9\uade0\uac12\ubcf4\ub2e4 \uc0c1\ub2f9\ud788 \ub192\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\uadf8\ub8f9 B\uc758 \ud3c9\uade0\uac12\uc740 \uadf8\ub8f9 A\uc758 \ud3c9\uade0\uac12\ubcf4\ub2e4 \uc0c1\ub2f9\ud788 \ub192\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1161\u1112\u116e-anova-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">ANOVA\ub97c \ud1b5\ud55c \uc0ac\ud6c4 \ud14c\uc2a4\ud2b8 \uc0ac\uc6a9 \uac00\uc774\ub4dc<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u11ab\u1107\u1161\u11bc\u1112\u1163\u11bc-anova-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R\uc5d0\uc11c \uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1161\u1102\u1169\u1107\u1161-\u1105\u1161-\u110b\u1163\u11bc\u1107\u1161\u11bc\u1112\u1163\u11bc\/\" target=\"_blank\" rel=\"noopener noreferrer\">R\uc5d0\uc11c \uc591\ubc29\ud5a5 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d\uc740 3\uac1c \uc774\uc0c1\uc758 \ub3c5\ub9bd \uadf8\ub8f9 \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. ANOVA \ud14c\uc774\ube14\uc758 \uc804\uccb4 p-\uac12\uc774 \ud2b9\uc815 \uc720\uc758 \uc218\uc900\ubcf4\ub2e4 \ub0ae\uc73c\uba74 \uadf8\ub8f9 \ud3c9\uade0 \uc911 \ud558\ub098 \uc774\uc0c1\uc774 \ub2e4\ub978 \ud3c9\uade0\uacfc \ub2e4\ub974\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub294 \uc5b4\ub5a4 \uadf8\ub8f9\uc774 \uc11c\ub85c \ub2e4\ub978\uc9c0\ub294 \uc54c\ub824\uc8fc\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \ubaa8\ub4e0 \uadf8\ub8f9 \ud3c9\uade0\uc774 \ub3d9\uc77c\ud558\uc9c0\ub294 \uc54a\ub2e4\ub294 [&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-1009","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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