Course
Specialized120 min
rjagsrstanarmbrms
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
| Feature | Monte Carlo | Bayesian |
|---|---|---|
| Bias priors | Yes | Yes |
| Effect priors | No | Yes |
| Formal updating | No | Yes |
| Posterior interpretation | Simulation interval | Credible interval |
Bayesian advantage: Coherent probability statements about effect.
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