Laplace Approximation in High-dimensional Bayesian Regression

Rina Foygel Barber, Mathias Drton, Kean Ming Tan

We consider Bayesian variable selection in sparse high-dimensional regression, where the number of covariates $p$ may be large relative to the samples size $n$, but at most a moder…