Question

In what situations, we penalized regression?

Answer 1

Answer:

Unlike subset selection methods, penalized regression methods do not explicitly select the variables; instead they minimize the RSS by using a penalty on the size of the regression coefficients. This penalty causes the regression coefficients to shrink toward zero.