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Author Why does Ridge Regression Work? Ridge regression’s advantage over ordinary least squares is coming from the earlier introduced bias-variance trade-off phenomenon. As λ, the penalty parameter, increases, the flexibility of the ridge regression fit decreases, leading to decreased variance but