while the ridge regression shrinks parameters toward 0, it will never fully eliminate any coefficients from the model. In contrast, the penalty parameter in a LASSO regression is free to shrink coefficients to 0 and eliminate them from the model (Tibshirani1996). While LASSO regressions ...
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