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A smaller value indicates a better model. Its range is between - 1 and 1 . It penalizes over - complicated models. Including additional variables

A smaller value indicates a better model.
Its range is between -1 and 1.
It penalizes over-complicated models.
Including additional variables always increases its value.

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