library(lme4) ## raw residuals for LMMs fm1 <- lmer(Reaction ~ Days + (Days|Subject), sleepstudy) stopifnot(all.equal(residuals(fm1),sleepstudy$Reaction-fitted(fm1))) r1 <- residuals(fm1,type="pearson") ## deviance/Pearson residuals for GLMMs gm1 <- glmer(cbind(incidence, size - incidence) ~ period + (1 | herd), family = binomial, data = cbpp) p <- fitted(gm1) n <- cbpp$size v <- n*p*(1-p) obs_p <- cbpp$incidence/cbpp$size rp <- residuals(gm1,"pearson") rp1 <- (obs_p-p)/sqrt(p*(1-p)) rp2 <- rp1*n ## FIXME:: restore this test ## stopifnot(all.equal(rp,rp2)) r2 <- residuals(gm1,type="deviance")