#########################################################################
# Reference: Professor Davidian's dental study
#
# Fitting linear mixed effects models uing the lme() function in nlme
#
# A general call to lme() looks like
#
# fit.object <- lme(model formula, random, correlation, weights, data)
#
# correlation is a specification for the within-individual correlation
# structure; the variable on the right specifies the factor
# determining sets of observations that are assumed
# independent/uncorrelated (observations are independent by
# "child" here). In general, the specification is
# correlation = corTYPE(form = ~ 1 | groupvar). Unfortunately, as
# for gls(), it does not seem possible to have groupvar create separate
# correlation structures for different groups (like "gender") also.
#
# weights is a specification for the nature of the within-individual
# variances; the variable on the right specifies a feature by which
# they can be different. Here, using "age" specifies that the variances
# on the diagonal of the overall covariance matrix can be different
# across age (time); using "gender" specifies a different variance
# for each gender (common for all times); and using "gender*age"
# gives variances that change over age and are different between genders.
# In gnenerl, the weights option allows one to make the variance on the diagonal
# of the overall covariance model be different depending on a group
# factor by weights = varIdent(form = ~ 1 | groupvar ) or to change
# over time by weights = varIdent(form = ~1 | timevar )
#
# Visit https://stat.ethz.ch/R-manual/R-devel/library/nlme/html/lme.html
# for more info and visit the corClasses and corStruct link for lists
# of built-in correlation structures.
#
#########################################################################
library(nlme)
library(magic)
## Loading required package: abind
library(Matrix)
# Read in the data -- they are in the "long" form required by lme()
thedat <- read.table("~/Desktop/jenn/teaching/stat579/data/dental.dat",
col.names=c("obs","id","age","distance","sex"))
thedat <- thedat[,2:5] # remove the first column obs
# Total number of individuals
m <- max(thedat$id)
# Create factor variables for use in lme()
child <- factor(thedat$id)
gender <- factor(thedat$sex)
# Assume separate intercept and slope by gender and fit different
# covariance structures using ML; REML is the default, so we have to
# add option method="ML"
# (a) Common g or D matrix for both genders, default diagonal within-child
# covariance matrix R_i with same variance sigma^2 for each
# gender. Thus, sigma^2 is the sum of realization process and
# measurement error variance
dental.lme.a <- lme(distance ~ -1 + gender + age:gender,data=thedat,
random = ~ age | child,method="ML")
beta.a <- fixed.effects(dental.lme.a) # beta, also fixef(dental.lme.a)
b.a <- random.effects(dental.lme.a) # posterior modes bi, also ranef(dental.lme.a)
sebeta.a <- summary(dental.lme.a)$tTable[,"Std.Error"] # these SEs
# are "off" by a factor very
# close to 1
D.a <- getVarCov(dental.lme.a, type="random.effects") # D
sigma2.a <- dental.lme.a$sigma^2 # sigma^2
V.a <- getVarCov(dental.lme.a,type="marginal",individual=1) # V_i
R.a <- getVarCov(dental.lme.a,type="conditional",individual=1) # R_i
# The attribute varFix returns the CORRECT model-based covariance matrix!
# Thus, the square roots of its diagonal elements are model-based
# standard errors (compare to SAS)
sebeta.model.a <- sqrt(diag(dental.lme.a$varFix))
# (b) Common D matrix for both genders, diagonal within-child
# covariance matrix R_i with different variance for each gender
dental.lme.b <- lme(distance ~ -1 + gender + age:gender,data=thedat,
random = ~ age | child,weights = varIdent(form = ~ 1 | gender),
method="ML")
beta.b <- fixed.effects(dental.lme.b) # beta
sebeta.model.b <- sqrt(diag(dental.lme.b$varFix))
b.b <- random.effects(dental.lme.b) # posterior modes bi
D.b <- getVarCov(dental.lme.b, type="random.effects") # D
R.b.1 <- getVarCov(dental.lme.b,type="conditional",individual=1) # R_1
R.b.12 <- getVarCov(dental.lme.b,type="conditional",individual=12) # R_12
# As with gls(), when a weight statement is used, the standard
# deviation for the first group is sigma, and those for other groups
# are parameterized as this standard deviation x a factor. To get
# sigma^2_B, we must extract that factor from the varStruct object:
#
dental.lme.b$modelStruct$varStruct
## Variance function structure of class varIdent representing
## 0 1
## 1.000000 2.431012
sigma2vec.b <-
matrix((1/unique(attributes(dental.lme.b$modelStruct$varStruct)$weights)*dental.lme.b$sigma)^2,nrow=1,byrow=TRUE)
colnames(sigma2vec.b) <- c("sigma2.b.G","sigma2.b.B")
V.b.1 <- getVarCov(dental.lme.b,type="marginal",individual=1) # V_1 (girl)
V.b.12 <- getVarCov(dental.lme.b,type="marginal",individual=12) # V_12 (boy)
# (c) Cannot fit a model with separate D matrices for each gender
# (d)' We can't fit model (d), which specifies common within-child
# AR(1) and common-within child measurement error, because lme()
# does not support this; this can only be done with spatial
# correlation structures like the exponential or Gaussian (see (e) below).
# So instead, we illustrate specifying something other than a diagonal
# R_i matrix by fitting a model with Common D matrix for both genders,
# common within-child AR(1), and no within-child measurement error
dental.lme.d <- lme(distance ~ -1 + gender + age:gender,data=thedat,
random = ~ age | child,
correlation=corAR1(form = ~ age | child),
method="ML")
beta.d <- fixed.effects(dental.lme.d)
b.d <- random.effects(dental.lme.d)
sebeta.d <- sqrt(diag(dental.lme.d$varFix))
D.d <- getVarCov(dental.lme.d, type="random.effects") # D
sigma2.d <- dental.lme.d$sigma^2 # sigma^2
V.d <- getVarCov(dental.lme.d,type="marginal",individual=1) # V_i
R.d <- getVarCov(dental.lme.d,type="conditional",individual=1) # R_i
# The correlation parameter alpha, which is constrained to be |alpha|<=1,
# is estimated to be 0 (= Phi1). So this fit is the same as (a)
# (e) Common D matrix for both genders, common within-child AR(1)
# (exponential correlation) and common within-child measurement error
dental.lme.e <- lme(distance ~ -1 + gender + age:gender,data=thedat,
random = ~ age | child,
correlation=corExp(form = ~ age | child , nugget=TRUE),
method="ML")
beta.e <- fixed.effects(dental.lme.e)
b.e <- random.effects(dental.lme.e)
sebeta.model.e <- sqrt(diag(dental.lme.e$varFix))
D.e <- getVarCov(dental.lme.e, type="random.effects") # D
sigma2.e <- dental.lme.e$sigma^2 # sigma^2
R.e <- getVarCov(dental.lme.e,type="conditional",individual=1) # R_i
V.e <- getVarCov(dental.lme.e,type="marginal",individual=1) # V_i
# This is the associated correlation matrix
Rcorr.e <- cov2cor(simplify2array(getVarCov(dental.lme.e,type="conditional",individual=1)[[1]]))
# The "range" and "nugget" parameters can be extracted from the fit.
# The nugget parameter is equal to, in our notation, sigma^2_M/(sigma^2_P+sigma^2_M)
range.e <- exp(coef(dental.lme.e$modelStruct$corStruct))[1]
nugget.e <- exp(coef(dental.lme.e$modelStruct$corStruct))[2]
# The implied correlations are then as follows:
c((1-nugget.e)*exp(-2/range.e),(1-nugget.e)*exp(-4/range.e),(1-nugget.e)*exp(-6/range.e))
## nugget nugget nugget
## 3.967997e-07 1.813114e-13 8.284737e-20
# The estimated correlation matrix has slightly
# different correlations. The ratio of those above to these is
# alomost exactly the same constant = the true model-based
# standard errors/standard errors lme() reports in the summary()!
Rcorr.e
## 1 2 3 4
## 1 1.000000e+00 4.037933e-07 1.845070e-13 8.430755e-20
## 2 4.037933e-07 1.000000e+00 4.037933e-07 1.845070e-13
## 3 1.845070e-13 4.037933e-07 1.000000e+00 4.037933e-07
## 4 8.430755e-20 1.845070e-13 4.037933e-07 1.000000e+00
c((1-nugget.e)*exp(-2/range.e),(1-nugget.e)*exp(-4/range.e),(1-nugget.e)*exp(-6/range.e))/c(Rcorr.e[1,2],Rcorr.e[1,3],Rcorr.e[1,4])
## nugget nugget nugget
## 0.9826803 0.9826803 0.9826803
# Compare the fitted models via AIC and BIC; model (b), with
# diagonal R_i with gender-specific within-child variances and common
# random effects covariance matrix D is preferred
anova(dental.lme.a,dental.lme.b,dental.lme.d,dental.lme.e)
## Model df AIC BIC logLik Test L.Ratio p-value
## dental.lme.a 1 8 443.8060 465.2630 -213.9030
## dental.lme.b 2 9 424.0424 448.1816 -203.0212 1 vs 2 21.763562 <.0001
## dental.lme.d 3 9 445.8060 469.9451 -213.9030
## dental.lme.e 4 10 447.8060 474.6273 -213.9030 3 vs 4 0.000005 0.9982
# Refit model (b) using REML and get
dental.lme.b.reml <- lme(distance ~ -1 + gender + age:gender,data=thedat,
random = ~ age | child,weights = varIdent(form = ~ 1 | gender))
beta.b.reml <- fixed.effects(dental.lme.b.reml) # beta
sebeta.model.b.reml <- sqrt(diag(dental.lme.b$varFix))
b.b.reml <- random.effects(dental.lme.b.reml) # posterior modes bi
D.b.reml <- getVarCov(dental.lme.b.reml, type="random.effects") # D
#Random effects empirical Bayes estimates bhat_i for first 5 girls
b.b.reml[1:20,]
## (Intercept) age
## 1 -0.44921832 -0.07172941
## 2 -1.40366050 0.16096191
## 3 -1.07810345 0.19761263
## 4 1.76891772 0.03476773
## 5 1.05432275 -0.09938676
## 6 -0.64509606 -0.07587888
## 7 -0.09327961 0.03995026
## 8 2.16610833 -0.13534303
## 9 -0.12094371 -0.12428354
## 10 -3.09492662 -0.08314475
## 11 1.89587947 0.15647384
## 12 1.35617258 0.08962144
## 13 -0.89703274 -0.03952357
## 14 -0.36228439 -0.02199483
## 15 1.80008233 -0.04457382
## 16 -1.21632557 -0.03814274
## 17 0.95641574 0.01859871
## 18 -0.71791874 -0.02707062
## 19 -0.05077251 -0.08286598
## 20 -0.17798309 0.03011834
# PA predicted values X_i betahat are produced by level=0; SS
# predicted values X_i betahat + Z_i bhat_i are produced by level =
# 1; both are gotten by level = 0:1
fitted(dental.lme.b.reml,level=0:1)[1:20,]
## fixed child
## 1 21.20909 20.18604
## 2 22.16818 21.00167
## 3 23.12727 21.81730
## 4 24.08636 22.63293
## 5 21.20909 21.09313
## 6 22.16818 22.37414
## 7 23.12727 23.65516
## 8 24.08636 24.93617
## 9 21.20909 21.71189
## 10 22.16818 23.06620
## 11 23.12727 24.42052
## 12 24.08636 25.77484
## 13 21.20909 23.25615
## 14 22.16818 24.28478
## 15 23.12727 25.31340
## 16 24.08636 26.34203
## 17 21.20909 21.46832
## 18 22.16818 22.22864
## 19 23.12727 22.98895
## 20 24.08636 23.74927
# Can also extract both marginal (PA) residuals
# Y_i-X_i betahat and conditional (SS) residuals Y_i-X_i betahat -
# Z_i bhat_i using the fitted() function -- level = 0 gives PA, level
# = 1 gives SS (default), and level = 0:1 gives both; type = default
# is "raw" residuals, type =
# PA and SS raw residuals; can get standardized "pearson"
# residuals as in SAS PROC MIXED with type = option
residuals(dental.lme.b.reml,level=0:1)[1:20,]
## fixed child
## 1 -0.2090909 0.81396273
## 2 -2.1681818 -1.00166935
## 3 -1.6272727 -0.31730143
## 4 -1.0863636 0.36706649
## 5 -0.2090909 -0.09312569
## 6 -0.6681818 -0.87414042
## 7 0.8727273 0.34484485
## 8 1.4136364 0.56383011
## 9 -0.7090909 -1.21188851
## 10 1.8318182 0.93379531
## 11 1.3727273 0.07947914
## 12 1.9136364 0.22516297
## 13 2.2909091 0.24384949
## 14 2.3318182 0.21522311
## 15 1.8727273 -0.31340327
## 16 2.4136364 0.15797036
## 17 0.2909091 0.03168042
## 18 0.8318182 0.77136303
## 19 -0.6272727 -0.48895436
## 20 -0.5863636 -0.24927175
residuals(dental.lme.b.reml,level=0:1,type="pearson")[1:20,]
## fixed child
## 1 -0.3138325 1.22170756
## 2 -3.2543064 -1.50344357
## 3 -2.4424354 -0.47624977
## 4 -1.6305644 0.55094403
## 5 -0.3138325 -0.13977589
## 6 -1.0028995 -1.31203055
## 7 1.3099095 0.51759072
## 8 2.1217805 0.84627403
## 9 -1.0643015 -1.81896949
## 10 2.7494455 1.40156884
## 11 2.0603785 0.11929326
## 12 2.8722495 0.33795565
## 13 3.4385124 0.36600296
## 14 3.4999144 0.32303654
## 15 2.8108475 -0.47039886
## 16 3.6227185 0.23710371
## 17 0.4366365 0.04755035
## 18 1.2485075 1.15776806
## 19 -0.9414975 -0.73389016
## 20 -0.8800954 -0.37414143
# Plot SS residuals vs. predicted values
#pdf("dental.residplot.pdf",width=10)
plot(dental.lme.b.reml, resid(. , type="p",level=1) ~ fitted(.,level=1) )
![](data:image/png;base64,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)
#graphics.off()
# QQ plot of SS residuals
#pdf("dental.qqplot.pdf",width=10)
qqnorm(dental.lme.b.reml, ~ resid(. , type="p",level=1),abline=c(0,1))
![](data:image/png;base64,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)
#graphics.off()
# One can also make QQ plots and histograms of the bhat_i themselves
# to assess the normality of the random effects, but remember that
# these are "shrunken" so could be misleading.
#pdf("dental.qqplot.raneff.pdf",width=10)
qqnorm(dental.lme.b.reml, ~ ranef(.))
![](data:image/png;base64,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)
#graphics.off()
# histograms
#pdf("dental.histo.raneff.pdf",width=10)
par(mfrow=c(1,2))
hist(b.b.reml[,1],xlab="Intercept Random Effect",main="Empirical Bayes Intercepts",freq=FALSE)
hist(b.b.reml[,2],xlab="Slope Random Effect",main="Empirical Bayes Slopes",freq=FALSE)
![](data:image/png;base64,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)
#graphics.off()