Nature

Bayesian Model Selection in High-Dimensional Data

Bayesian model selection offers a coherent framework for identifying the most plausible models when the number of candidate predictors greatly exceeds the number of observations. Central to this ...
Nature

Bayesian Inference Techniques for Model Selection

Bayesian inference for model selection centres on comparing competing hypotheses by evaluating how well each model explains observed data, accounting for prior beliefs about parameters. The ...