{"id":364,"date":"2025-02-28T11:30:22","date_gmt":"2025-02-28T02:30:22","guid":{"rendered":"http:\/\/waurimal.kr\/?p=364"},"modified":"2025-02-28T11:30:22","modified_gmt":"2025-02-28T02:30:22","slug":"hlm-vs-rlme4","status":"publish","type":"post","link":"http:\/\/waurimal.kr\/?p=364","title":{"rendered":"HLM vs R(lme4)"},"content":{"rendered":"<p>HLM \ud504\ub85c\uadf8\ub7a8\uacfc R\uc758 <strong>lme4<\/strong> \ud328\ud0a4\uc9c0\ub97c <strong>\uacb0\uacfc \uc2e0\ub8b0\ub3c4(\ucd94\uc815 \uc815\ud655\uc131, \ud45c\uc900\uc624\ucc28 \uacc4\uc0b0, \uac00\uc815 \uac80\ud1a0 \uae30\ub2a5)<\/strong>\uae4c\uc9c0 \ud3ec\ud568\ud558\uc5ec \ube44\uad50\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.  <\/p>\n<hr \/>\n<h2><strong>1. HLM \ud504\ub85c\uadf8\ub7a8 vs. R\uc758 lme4 \ud328\ud0a4\uc9c0 \ube44\uad50<\/strong><\/h2>\n<table>\n<thead>\n<tr>\n<th>\ube44\uad50 \ud56d\ubaa9<\/th>\n<th><strong>HLM \ud504\ub85c\uadf8\ub7a8<\/strong><\/th>\n<th><strong>R\uc758 lme4 \ud328\ud0a4\uc9c0<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\uac00\uaca9<\/strong><\/td>\n<td>\u274c \uc720\ub8cc<\/td>\n<td>\u2705 \ubb34\ub8cc<\/td>\n<\/tr>\n<tr>\n<td><strong>GUI \uc9c0\uc6d0<\/strong><\/td>\n<td>\u2705 \uc788\uc74c (\uc27d\uac8c \uc0ac\uc6a9 \uac00\ub2a5)<\/td>\n<td>\u274c \uc5c6\uc74c (\ucf54\ub529 \ud544\uc694)<\/td>\n<\/tr>\n<tr>\n<td><strong>PVs(\ud655\ub960\uac12) \uc790\ub3d9 \ucc98\ub9ac<\/strong><\/td>\n<td>\u2705 \uac00\ub2a5 (Rubin\u2019s Rule \uc790\ub3d9 \uc801\uc6a9)<\/td>\n<td>\u274c \uc9c1\uc811 \uacc4\uc0b0 \ud544\uc694<\/td>\n<\/tr>\n<tr>\n<td><strong>HLM (\ub2e4\uce35 \uc120\ud615 \ubaa8\ub378) \ubd84\uc11d<\/strong><\/td>\n<td>\u2705 \ucd5c\uc801\ud654\ub428<\/td>\n<td>\u2705 \uac00\ub2a5<\/td>\n<\/tr>\n<tr>\n<td><strong>GLMM (\ub85c\uc9c0\uc2a4\ud2f1\/\ud3ec\uc544\uc1a1 \ub4f1)<\/strong><\/td>\n<td>\u2705 \uc9c0\uc6d0 (HGLM)<\/td>\n<td>\u2705 \uc9c0\uc6d0 (GLMM)<\/td>\n<\/tr>\n<tr>\n<td><strong>\ubca0\uc774\uc9c0\uc548 HLM \ubd84\uc11d<\/strong><\/td>\n<td>\u274c \ubd88\uac00\ub2a5<\/td>\n<td>\u2705 \uac00\ub2a5 (<code>brms<\/code>, <code>rstanarm<\/code> \uc0ac\uc6a9)<\/td>\n<\/tr>\n<tr>\n<td><strong>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac \uc18d\ub3c4<\/strong><\/td>\n<td>\u274c \uc0c1\ub300\uc801\uc73c\ub85c \ub290\ub9bc<\/td>\n<td>\u2705 \ube60\ub984 (C++ \uae30\ubc18 \ucd5c\uc801\ud654)<\/td>\n<\/tr>\n<tr>\n<td><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/strong><\/td>\n<td>\u274c \uc81c\ud55c\uc801 (\uc678\ubd80 \ud504\ub85c\uadf8\ub7a8 \ud544\uc694)<\/td>\n<td>\u2705 R \ud328\ud0a4\uc9c0 (<code>dplyr<\/code>, <code>tidyr<\/code> \ub4f1)\uacfc \uc5f0\uacc4 \uac00\ub2a5<\/td>\n<\/tr>\n<tr>\n<td><strong>\uc2dc\uac01\ud654<\/strong><\/td>\n<td>\u274c \uae30\ubcf8 \uc81c\uacf5 \uc5c6\uc74c<\/td>\n<td>\u2705 <code>ggplot2<\/code>, <code>sjPlot<\/code> \ub4f1\uc73c\ub85c \uac00\ub2a5<\/td>\n<\/tr>\n<tr>\n<td><strong>\ud45c\uc900\uc624\ucc28 \uacc4\uc0b0 \ubc29\uc2dd<\/strong><\/td>\n<td>\u2705 \uc77c\ubc18\uc801\uc778 \ubc29\ubc95 \uc0ac\uc6a9<\/td>\n<td>\u2705 \uae30\ubcf8 \uc81c\uacf5 (<code>lmerTest<\/code>\ub85c \ucd94\uac00 \uac00\ub2a5)<\/td>\n<\/tr>\n<tr>\n<td><strong>\uc2e0\ub8b0\uad6c\uac04 \uacc4\uc0b0<\/strong><\/td>\n<td>\u2705 \uae30\ubcf8 \uc81c\uacf5<\/td>\n<td>\u2705 \uae30\ubcf8 \uc81c\uacf5 (<code>confint<\/code> \ud568\uc218 \ud65c\uc6a9)<\/td>\n<\/tr>\n<tr>\n<td><strong>PVs(\ud655\ub960\uac12) \uc2e0\ub8b0\ub3c4 \uacc4\uc0b0<\/strong><\/td>\n<td>\u2705 Rubin\u2019s Rule \uc790\ub3d9 \uc801\uc6a9<\/td>\n<td>\u274c \ubcc4\ub3c4 \uc218\uc791\uc5c5 \ud544\uc694<\/td>\n<\/tr>\n<tr>\n<td><strong>\ub79c\ub364 \ud6a8\uacfc \uc2e0\ub8b0\ub3c4 \uac80\ud1a0 (ICCs \ub4f1)<\/strong><\/td>\n<td>\u2705 \uc790\ub3d9 \uacc4\uc0b0<\/td>\n<td>\u2705 \uc9c1\uc811 \uacc4\uc0b0 \ud544\uc694<\/td>\n<\/tr>\n<tr>\n<td><strong>\ubaa8\ub378 \uac00\uc815 \uac80\ud1a0 \uae30\ub2a5 (\uc794\ucc28 \ubd84\uc11d \ub4f1)<\/strong><\/td>\n<td>\u274c \uc81c\ud55c\uc801<\/td>\n<td>\u2705 \uc794\ucc28 \ud50c\ub86f, Q-Q \ud50c\ub86f \ub4f1 \uac00\ub2a5 (<code>DHARMa<\/code>, <code>performance<\/code> \ud328\ud0a4\uc9c0 \ud65c\uc6a9)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2><strong>2. \uacb0\uacfc \uc2e0\ub8b0\ub3c4 \uce21\uba74\uc5d0\uc11c\uc758 \ube44\uad50<\/strong><\/h2>\n<p>\ubd84\uc11d \uacb0\uacfc\uc758 \uc2e0\ub8b0\ub3c4\ub97c \ud310\ub2e8\ud560 \ub54c \uc911\uc694\ud55c \uc694\uc18c\ub4e4\uc744 \uace0\ub824\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>\u2460 \uc2e0\ub8b0\ub3c4 \ub192\uc740 \ucd94\uc815\uce58 \uc81c\uacf5 \uc5ec\ubd80<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>HLM \ud504\ub85c\uadf8\ub7a8<\/strong>  <\/p>\n<ul>\n<li>\ucd5c\ub300\uc6b0\ub3c4 \ucd94\uc815(MLE) \ub610\ub294 \uc81c\ud55c\ub41c \ucd5c\ub300\uc6b0\ub3c4 \ucd94\uc815(REML) \uc0ac\uc6a9.  <\/li>\n<li>PVs(\ud655\ub960\uac12) \uc0ac\uc6a9 \uc2dc Rubin\u2019s Rule\uc744 \uc790\ub3d9 \uc801\uc6a9\ud558\uc5ec \uc2e0\ub8b0\ub3c4 \ub192\uc740 \uacb0\uacfc \uc81c\uacf5.  <\/li>\n<li>\ub2e4\uce35\uc801 \uad6c\uc870\ub97c \uace0\ub824\ud55c \uc801\uc808\ud55c \ud45c\uc900\uc624\ucc28 \uacc4\uc0b0 \uac00\ub2a5.  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>R\uc758 lme4 \ud328\ud0a4\uc9c0<\/strong>  <\/p>\n<ul>\n<li>\uae30\ubcf8\uc801\uc73c\ub85c REML \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba70, MLE\ub85c \ubcc0\uacbd \uac00\ub2a5 (<code>REML = FALSE<\/code> \uc635\uc158).  <\/li>\n<li>PVs(\ud655\ub960\uac12)\ub97c \uc0ac\uc6a9\ud560 \uacbd\uc6b0 \uc9c1\uc811 \ubc18\ubcf5 \ubd84\uc11d \ud6c4 Rubin\u2019s Rule\uc744 \uc801\uc6a9\ud574\uc57c \ud568.  <\/li>\n<li>\ud45c\uc900\uc624\ucc28 \uacc4\uc0b0\uc740 <code>lmerTest<\/code> \ud328\ud0a4\uc9c0\ub97c \ucd94\uac00\ud558\uba74 \ub354\uc6b1 \uc815\ud655\ud55c \uacb0\uacfc \uc81c\uacf5 \uac00\ub2a5.  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u27a1 HLM \ud504\ub85c\uadf8\ub7a8\uc774 PVs \uc790\ub3d9 \ucc98\ub9ac\uac00 \uac00\ub2a5\ud558\uae30 \ub54c\ubb38\uc5d0, \ud655\ub960\uac12\uc744 \ud65c\uc6a9\ud55c \uc5f0\uad6c\uc5d0\uc11c\ub294 HLM\uc758 \uc2e0\ub8b0\ub3c4\uac00 \ub354 \ub192\uc744 \uc218 \uc788\uc74c. \ud558\uc9c0\ub9cc PVs\ub97c \uc0ac\uc6a9\ud558\uc9c0 \uc54a\ub294\ub2e4\uba74 lme4\ub3c4 \ub192\uc740 \uc2e0\ub8b0\ub3c4\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc74c.<\/strong><\/p>\n<hr \/>\n<h3><strong>\u2461 \ubaa8\ub378 \uac00\uc815 \uac80\ud1a0 \uae30\ub2a5<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>HLM \ud504\ub85c\uadf8\ub7a8<\/strong>  <\/p>\n<ul>\n<li>\uae30\ubcf8\uc801\uc73c\ub85c <strong>\uc794\ucc28 \ubd84\uc11d \ubc0f \uac00\uc815 \uac80\ud1a0 \uae30\ub2a5\uc774 \uc81c\ud55c\uc801<\/strong>\uc774\uba70, \uc794\ucc28 \ud50c\ub86f \uac19\uc740 \uc2dc\uac01\uc801 \ubd84\uc11d \ub3c4\uad6c\uac00 \ubd80\uc871\ud568.  <\/li>\n<li>\uc815\uaddc\uc131 \uac00\uc815 \uac80\ud1a0 \ub4f1\uc744 \uc704\ud574\uc11c\ub294 SPSS, R \ub4f1\uc758 \ucd94\uac00 \ud504\ub85c\uadf8\ub7a8\uc744 \ud65c\uc6a9\ud574\uc57c \ud568.  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>R\uc758 lme4 \ud328\ud0a4\uc9c0<\/strong>  <\/p>\n<ul>\n<li><code>performance<\/code>, <code>DHARMa<\/code> \uac19\uc740 \ud328\ud0a4\uc9c0\ub97c \ud65c\uc6a9\ud558\uba74 <strong>\uc794\ucc28 \ud50c\ub86f, Q-Q \ud50c\ub86f, \uc774\uc0c1\uce58 \ud0d0\uc0c9 \ub4f1 \ubaa8\ub378 \uc9c4\ub2e8 \uae30\ub2a5<\/strong>\uc744 \uc218\ud589 \uac00\ub2a5.  <\/li>\n<li><strong>\ub79c\ub364 \ud6a8\uacfc(ICC) \uc2e0\ub8b0\ub3c4 \ubd84\uc11d<\/strong>\uc744 \uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc74c (<code>performance::icc()<\/code> \ub4f1 \ud65c\uc6a9).  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u27a1 \ubaa8\ub378 \uac00\uc815 \uac80\ud1a0 \uae30\ub2a5 \uce21\uba74\uc5d0\uc11c\ub294 R\uc758 lme4\uac00 \ud6e8\uc52c \uac15\ub825\ud568. \ud2b9\ud788 \uc794\ucc28 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc815\uaddc\uc131 \uac00\uc815 \uc704\ubc18 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \uac83\uc774 \uac00\ub2a5\ud558\uc5ec, \uc5f0\uad6c \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc74c.<\/strong><\/p>\n<hr \/>\n<h3><strong>\u2462 \ud45c\uc900\uc624\ucc28 \ubc0f \uc2e0\ub8b0\uad6c\uac04 \uacc4\uc0b0<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>HLM \ud504\ub85c\uadf8\ub7a8<\/strong>  <\/p>\n<ul>\n<li>\uae30\ubcf8\uc801\uc73c\ub85c <strong>\ud45c\uc900\uc624\ucc28(SE)\uc640 \uc2e0\ub8b0\uad6c\uac04(CI) \uc81c\uacf5<\/strong>.  <\/li>\n<li>PVs \uc0ac\uc6a9 \uc2dc Rubin\u2019s Rule \uc790\ub3d9 \uc801\uc6a9.  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>R\uc758 lme4 \ud328\ud0a4\uc9c0<\/strong>  <\/p>\n<ul>\n<li><code>confint()<\/code> \ud568\uc218\ub85c <strong>\uc2e0\ub8b0\uad6c\uac04(CI) \uacc4\uc0b0 \uac00\ub2a5<\/strong>.  <\/li>\n<li><code>lmerTest<\/code> \ud328\ud0a4\uc9c0\ub97c \ucd94\uac00\ud558\uba74 <strong>\ub354 \uc815\ud655\ud55c \ud45c\uc900\uc624\ucc28 \ubc0f p-value \uc81c\uacf5 \uac00\ub2a5<\/strong>.  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u27a1 \ub450 \ud504\ub85c\uadf8\ub7a8 \ubaa8\ub450 \ud45c\uc900\uc624\ucc28 \ubc0f \uc2e0\ub8b0\uad6c\uac04\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uc9c0\ub9cc, R\uc758 lme4\ub294 \ucd94\uac00 \ud328\ud0a4\uc9c0\ub97c \ud65c\uc6a9\ud574\uc57c \ub354\uc6b1 \uc2e0\ub8b0\ub3c4 \ub192\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc74c.<\/strong><\/p>\n<hr \/>\n<h2><strong>3. \uacb0\ub860: \uc5b4\ub5a4 \uacbd\uc6b0\uc5d0 \ub354 \uc801\ud569\ud560\uae4c?<\/strong><\/h2>\n<table>\n<thead>\n<tr>\n<th>\ubd84\uc11d \ubaa9\uc801<\/th>\n<th>HLM \ud504\ub85c\uadf8\ub7a8<\/th>\n<th>R\uc758 lme4 \ud328\ud0a4\uc9c0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>GUI \ud658\uacbd\uc5d0\uc11c \uc27d\uac8c HLM \ubd84\uc11d<\/strong><\/td>\n<td>\u2705 \uac00\ub2a5<\/td>\n<td>\u274c \ubd88\uac00\ub2a5 (\ucf54\ub529 \ud544\uc694)<\/td>\n<\/tr>\n<tr>\n<td><strong>PVs(\ud655\ub960\uac12) \uc790\ub3d9 \ubd84\uc11d<\/strong><\/td>\n<td>\u2705 \uc9c0\uc6d0<\/td>\n<td>\u274c \uc9c1\uc811 \ubc18\ubcf5 \ubd84\uc11d \ud6c4 Rubin\u2019s Rule \uc801\uc6a9 \ud544\uc694<\/td>\n<\/tr>\n<tr>\n<td><strong>HLM \ubd84\uc11d \uc815\ud655\ub3c4<\/strong><\/td>\n<td>\u2705 \ub9e4\uc6b0 \uc815\ud655\ud568<\/td>\n<td>\u2705 \ud45c\uc900\uc624\ucc28 \ubcf4\uc815 \uc2dc \uc815\ud655<\/td>\n<\/tr>\n<tr>\n<td><strong>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac \uc18d\ub3c4<\/strong><\/td>\n<td>\u274c \ub2e4\uc18c \ub290\ub9bc<\/td>\n<td>\u2705 \ube60\ub984<\/td>\n<\/tr>\n<tr>\n<td><strong>GLMM (\ub85c\uc9c0\uc2a4\ud2f1\/\ud3ec\uc544\uc1a1 \ub4f1) \ubd84\uc11d<\/strong><\/td>\n<td>\u2705 \uac00\ub2a5<\/td>\n<td>\u2705 \uac00\ub2a5<\/td>\n<\/tr>\n<tr>\n<td><strong>\ubca0\uc774\uc9c0\uc548 \ubd84\uc11d<\/strong><\/td>\n<td>\u274c \uc9c0\uc6d0 \uc548 \ub428<\/td>\n<td>\u2705 <code>brms<\/code> \ud328\ud0a4\uc9c0 \ud65c\uc6a9 \uac00\ub2a5<\/td>\n<\/tr>\n<tr>\n<td><strong>\uc794\ucc28 \ubd84\uc11d \ubc0f \uac00\uc815 \uac80\ud1a0<\/strong><\/td>\n<td>\u274c \uc81c\ud55c\uc801 (\uae30\ubcf8 \uc81c\uacf5 \uc548 \ub428)<\/td>\n<td>\u2705 <code>DHARMa<\/code> \ud328\ud0a4\uc9c0 \ud65c\uc6a9 \uac00\ub2a5<\/td>\n<\/tr>\n<tr>\n<td><strong>\ub79c\ub364 \ud6a8\uacfc \uc2e0\ub8b0\ub3c4 \uac80\ud1a0 (ICC \ub4f1)<\/strong><\/td>\n<td>\u2705 \uc790\ub3d9 \uacc4\uc0b0<\/td>\n<td>\u2705 <code>performance<\/code> \ud328\ud0a4\uc9c0 \ud65c\uc6a9 \uac00\ub2a5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><strong>\ud83d\udcdd \ucd5c\uc885 \ucd94\ucc9c<\/strong><\/h3>\n<p>\u2714 <strong>HLM \ud504\ub85c\uadf8\ub7a8\uc774 \ub354 \uc801\ud569\ud55c \uacbd\uc6b0<\/strong>  <\/p>\n<ul>\n<li>PVs(\ud655\ub960\uac12)\ub97c \uc0ac\uc6a9\ud574\uc57c \ud558\ub294 \uc5f0\uad6c  <\/li>\n<li>GUI \ud658\uacbd\uc5d0\uc11c \uc27d\uac8c HLM \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0 \uc2f6\uc740 \uacbd\uc6b0  <\/li>\n<li>\uad50\uc721 \ubc0f \uc0ac\ud68c\uacfc\ud559 \uc5f0\uad6c\uc5d0\uc11c <strong>\ud559\uad50-\ubc18-\ud559\uc0dd<\/strong> \uac19\uc740 \uacc4\uce35\uc801 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \uacbd\uc6b0  <\/li>\n<\/ul>\n<p>\u2714 <strong>R\uc758 lme4 \ud328\ud0a4\uc9c0\uac00 \ub354 \uc801\ud569\ud55c \uacbd\uc6b0<\/strong>  <\/p>\n<ul>\n<li>\uc624\ud508\uc18c\uc2a4 \ubc0f \ubb34\ub8cc \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uace0 \uc2f6\uc740 \uacbd\uc6b0  <\/li>\n<li><strong>\ubca0\uc774\uc9c0\uc548 HLM \ubd84\uc11d<\/strong>\uc774 \ud544\uc694\ud55c \uacbd\uc6b0 (<code>brms<\/code> \ud65c\uc6a9)  <\/li>\n<li>\uc794\ucc28 \ubd84\uc11d, \uc774\uc0c1\uce58 \ud0d0\uc0c9 \ub4f1 <strong>\ubaa8\ub378 \uac80\ud1a0 \uae30\ub2a5\uc774 \ud544\uc694\ud55c \uacbd\uc6b0<\/strong>  <\/li>\n<li><strong>\ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubd84\uc11d<\/strong>\ud574\uc57c \ud558\ub294 \uacbd\uc6b0  <\/li>\n<\/ul>\n<hr \/>\n<h2><strong>\ucd5c\uc885 \uacb0\ub860: \uc5f0\uad6c \ubaa9\uc801\uc5d0 \ub530\ub77c \uc120\ud0dd\ud574\uc57c \ud55c\ub2e4!<\/strong><\/h2>\n<ul>\n<li><strong>PVs(\ud655\ub960\uac12)\ub97c \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \uc2f6\uc740 \uacbd\uc6b0 \u2192 HLM \ud504\ub85c\uadf8\ub7a8 \ucd94\ucc9c<\/strong>  <\/li>\n<li><strong>\ubaa8\ub378 \uac00\uc815 \uac80\ud1a0(\uc794\ucc28 \ubd84\uc11d, Q-Q \ud50c\ub86f \ub4f1)\ub97c \ucca0\uc800\ud788 \ud558\uace0 \uc2f6\ub2e4\uba74 \u2192 R\uc758 lme4 \ud328\ud0a4\uc9c0 \ucd94\ucc9c<\/strong>  <\/li>\n<li><strong>\ubb34\ub8cc &amp; \ud655\uc7a5\uc131 \ub192\uc740 \ubd84\uc11d \ud658\uacbd\uc774 \ud544\uc694\ud558\ub2e4\uba74 \u2192 R\uc758 lme4 \ud328\ud0a4\uc9c0 \ucd94\ucc9c<\/strong>  <\/li>\n<\/ul>\n<p>\ud83d\udca1 <strong>\uac00\uc7a5 \uc88b\uc740 \ubc29\ubc95\uc740 HLM \ud504\ub85c\uadf8\ub7a8\uacfc lme4 \ud328\ud0a4\uc9c0\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec \ubd84\uc11d\uc758 \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc774\ub294 \uac83\uc785\ub2c8\ub2e4.<\/strong> \ud83d\ude0a<\/p>\n","protected":false},"excerpt":{"rendered":"<p>HLM \ud504\ub85c\uadf8\ub7a8\uacfc R\uc758 lme4 \ud328\ud0a4\uc9c0\ub97c \uacb0\uacfc \uc2e0\ub8b0\ub3c4(\ucd94\uc815 \uc815\ud655\uc131, \ud45c\uc900\uc624\ucc28 \uacc4\uc0b0, \uac00\uc815 \uac80\ud1a0 \uae30\ub2a5)\uae4c\uc9c0 \ud3ec\ud568\ud558\uc5ec \ube44\uad50\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. HLM \ud504\ub85c\uadf8\ub7a8 vs. R\uc758 lme4 \ud328\ud0a4\uc9c0 \ube44\uad50 \ube44\uad50 \ud56d\ubaa9 HLM \ud504\ub85c\uadf8\ub7a8 R\uc758 lme4 \ud328\ud0a4\uc9c0 \uac00\uaca9 \u274c \uc720\ub8cc \u2705 \ubb34\ub8cc GUI \uc9c0\uc6d0 \u2705 \uc788\uc74c (\uc27d\uac8c \uc0ac\uc6a9 \uac00\ub2a5) \u274c \uc5c6\uc74c (\ucf54\ub529 \ud544\uc694) PVs(\ud655\ub960\uac12) \uc790\ub3d9 \ucc98\ub9ac \u2705 \uac00\ub2a5 (Rubin\u2019s Rule \uc790\ub3d9 <a class=\"read-more\" href=\"http:\/\/waurimal.kr\/?p=364\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[3],"tags":[200,198,201,202,199],"class_list":["post-364","post","type-post","status-publish","format-standard","hentry","category-3","tag-hlm","tag-lme4","tag-plausible-value","tag-pv","tag-r"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>HLM vs R(lme4) - WaurimaL<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/waurimal.kr\/?p=364\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"HLM vs R(lme4) - WaurimaL\" \/>\n<meta property=\"og:description\" content=\"HLM \ud504\ub85c\uadf8\ub7a8\uacfc R\uc758 lme4 \ud328\ud0a4\uc9c0\ub97c \uacb0\uacfc \uc2e0\ub8b0\ub3c4(\ucd94\uc815 \uc815\ud655\uc131, \ud45c\uc900\uc624\ucc28 \uacc4\uc0b0, \uac00\uc815 \uac80\ud1a0 \uae30\ub2a5)\uae4c\uc9c0 \ud3ec\ud568\ud558\uc5ec \ube44\uad50\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. 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