Assertion: ridge regression | /r/CapableOf | improve prediction error
Facets:
value: by shrinking large regression coefficients
type: MANNER
Source sentences:
text: Ridge regression improves prediction error by shrinking large regression coefficients in order to reduce overfitting, but it does not perform covariate selection and therefore does not help to make the model more interpretable.