Table 2.
Minimization of the scout criteria: special cases. The scout criteria can be easily minimized if λ1 = 0 or p1 ∈ {1, 2}, and if λ2 = 0 or p2 ∈ {1, 2}.
λ2 = 0 | p2 = 1 | p2 = 2 | |
---|---|---|---|
λ1 = 0 | Least Squares | L1 Regression | L2 Regression |
p1 = 1 | Graphical Lasso | Graphical Lasso + L1 Reg. | Graphical Lasso + L2 Reg. |
p1 = 2 | Eigenvalue Problem | Elastic Net | Eigenvalue Problem + L2 Reg. |