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by tansey 3900 days ago
> Other than being more complex, the biggest downside is that all of these methods have some new parameter(s) to tune.

They're so fast to run though, that just doing warm-starts and a huge solution path (or grid in the case of additional penalties) with a BIC selection criteria is a pretty decent way to auto-tune the parameters.