Table 5 Stability of the Methods
From: Regularized estimation of large-scale gene association networks using graphical Gaussian models
data set | measure | pls | ridge | lasso | adalasso | shrink |
|---|---|---|---|---|---|---|
ecoli1 | κ | 0.630 | 0.510 | 0.550 | 0.550 | 0.593 |
ranking of κ | 1 | 5 | 3.5 | 3.5 | 2 | |
ecoli2 | κ | 0.242 | 0.280 | 0.469 | 0.450 | 0.486 |
ranking of κ | 5 | 4 | 2 | 3 | 1 | |
t.cell10 | κ | 0.656 | 0.797 | 0.670 | 0.674 | 0.742 |
ranking of κ | 5 | 1 | 4 | 3 | 2 | |
t.cell34 | κ | 0.655 | 0.555 | 0.625 | 0.619 | 0.702 |
ranking of κ | 2 | 5 | 3 | 4 | 1 | |
mean ranking of κ | 3.25 | 3.75 | 3.125 | 3.375 | 1.5 |