In a regularized regression model (ridge regression), the targetfunction to be minimized is where
and
are theobserved predictor and response values,
is thenumber of observations,
isa given hyper-parameter, and
isthe target parameter to be estimated. Use the gradientdescent method to find
respectively when
. The observed data are as follows, i.e.,
, etc.
USE
OR
OR