Method
Tuning parameter
Penalty function
Lasso
λ
Ridge
λ
Bridge
λ
Adaptive Lasso
λ
1
.....,λ
p
Elastic Net
λ
1
,λ
2
Group Lasso
λ
Table 1:
Different penalty functions.