Course

Bayesian Bias Analysis

Slide 1 of 6

Bayesian vs Frequentist Bias Analysis

Frequentist (Monte Carlo): Sample bias parameters, propagate uncertainty

Bayesian: Full probabilistic model with priors on all unknowns

FeatureMonte CarloBayesian
Bias priorsYesYes
Effect priorsNoYes
Formal updatingNoYes
Posterior interpretationSimulation intervalCredible interval

Bayesian advantage: Coherent probability statements about effect.

Use arrow keys to navigate