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Scikit-learn ( http://scikit-learn.org/stable/modules/classes.html#module-sklearn.linear_model ) provide classes for Lasso, ElaticNet and Lars etc both with and without cross-validation.

What are the advantages of performing these tests without cross-validation and why not always use the crossvalidated modules?

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