Test model in isolation?
PPC
Parametric bootstrap
Compare physical models or empirical descriptions?
yes
no, relative
Information content (AIC) Prediction quality (Cross validation)
empirical
physical effects
Additive component
Parameter estimation
Region of equivalence
Bayesian model comparison
yes
no
Bayesian model comparison