library(ggplot2) library(vareffects); varefftheme() set.seed(9991) load("variable_predictions_objs.rda") load("binom_correlated_preds.rda")
We want:
[ E(y|{X_f, \bar{X}_{{n}}}) ]
Challenges:
\begin{enumerate} \item choice of representative values of \emph{focal} predictor(s) and appropriate ``model center" for \emph{non-focal} predictors especially in multivariate models \item propagation of uncertainty ([how] can we incorporate uncertainty in nonlinear components of (G)LMMs? Should we exclude variation in non-focal parameters?) \item bias in the expected mean prediction induced by the nonlinear transformation of the response variable (especially in GL(M)M) \end{enumerate}
print(pred_age_cont_plots)
print(pred_bin_corr_plots)
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