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Inclusion of additional constraints (typically a penalty for complexity) in the model fitting process. Used to prevent overfitting / enhance predictive accuracy.

19 votes
2 answers
12k views

Why can't ridge regression provide better interpretability than LASSO?

If the LASSO is preferred for its ability to generalize, then we can also achieve the same goal using ridge regression (or any other kind of regularization). …
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