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The elliptical slice sampler for Bayesian linear regression with shrinakge priors such as horseshoe, Laplace prior, ridge prior.
Hahn, P. Richard, Jingyu He, and Hedibert Lopes. Efficient sampling for Gaussian linear regression with arbitrary priors (2017).
bayeslm