Smug Bayesians

You mention the problems with estimating CIs in regularised models. Of course, we Bayesians can be smug about this, and point to MCMC. An exponential prior is equivalent to a LASSO, but we can use other priors too. The PC priors approach (https://arxiv.org/abs/1403.4630) is an extension of this idea.

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