Bayesian Statistics, Model Comparison, Model Selection, Machine Learning, Thoughts And Theory.
Machine learning assisted computation of the marginal likelihood Bayesian model comparison provides a principled statistical framework for selecting an appropriate model to describe observational data, naturally trading off model complexity and goodness of fit. However, it requires computation of