[R] LMER - generate data and define model (2 fixed effects and 1 random effect or 1 fixed effect and 2 random effects)
Rosa Oliveira
rosita21 at gmail.com
Tue Aug 11 01:44:22 CEST 2015
###############################################################################
# Clear memory and set the working directory and the seed
###############################################################################
rm(list = ls())
setwd("/Dropbox/LMER/R ")
set.seed(7010)
###############################################################################
# Load up needed packages and do a require
###############################################################################
# install.packages("gdata")
library(nlme)
library(lme4)
nsample = 1000 # Number of subjects
n.longitudinal.observations = 5 # number of observations per subject
###############################################################################
# Set the other parameters
###############################################################################
id.pat = rep(seq(1:nsample), each =n.longitudinal.observations)
time = rep(seq(1:n.longitudinal.observations)-1, nsample)
age = rnorm(nsample, mean = 36, sd = .8)
id.age = rep(seq(1: n.longitudinal.observations), each =age)
############################################################################### MODEL WITHOUT AGE
boldBeta_individual_blup = coef(lmer(yy~1+time+(time|id.pat) ))$id.pat #mixed model
############################################################################### MODEL WITH AGE
boldBeta_individual_blup = coef(lmer(yy~1+age+time+(time|id.pat) ))$id.pat #mixed model
Dear all,
I’m trying to use LMER in my simulation problem, and I’m having problems ate the very begging L I’m new in LMER. Can you please help me?
1st problem:
how do I generate age so I can use it as a fixed factor?
2nd problem:
how do I insert age as a fixed factor?
3rd problem:
what if I wanted to insert a 2nd random effect based on age?
Best,
RO
Atenciosamente,
Rosa Oliveira
--
____________________________________________________________________________
Rosa Celeste dos Santos Oliveira,
E-mail: rosita21 at gmail.com
Tlm: +351 939355143
Linkedin: https://pt.linkedin.com/in/rosacsoliveira
____________________________________________________________________________
"Many admire, few know"
Hippocrates
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