Model selection on solid ground: Rigorous comparison of nine ways to evaluate Bayesian model evidence.

Bayesian model selection or averaging objectively ranks a number of plausible, competing conceptual models based on Bayes' theorem. It implicitly performs an optimal trade-off between performance in fitting available data and minimum model complexity. The procedure requires determining Bayesian mode... View More