Choice of probability model for data
•For
unified approach to make sense, the frequentist and Bayesian
should use the same conditional distribution of the data
–“Law
of the Unconscious Frequentist”:
•Gravitate
toward models with good nonparametric behavior
Choice of prior distributions
•Everyone
brings their own