Table 5.
Averaged performance of regularization methods across various sparsity levels with the simulated data.
| Methods | MSE | Sensitivity | Specificity | Average of Sens. and Spec. | Computation time (Secs) | 
|---|---|---|---|---|---|
| K-CV log like | 0.017 | 1.000 | 0.000 | 0.500 | 2.7268 | 
| K-CV Trace L2 | 0.012 | 0.853 | 0.333 | 0.593 | 2.7079 | 
| AIC | 0.017 | 1.000 | 0.000 | 0.500 | 0.0027 | 
| BIC | 0.017 | 1.000 | 0.000 | 0.500 | 0.0016 | 
| λ*0.45 | 0.012 | 0.680 | 0.731 | 0.706 | 0.0004 | 
| λ*0.75 | 0.011 | 0.910 | 0.204 | 0.557 | 0.0004 | 
| λ*platu | 0.015 | 0.978 | 0.041 | 0.509 | 0.0004 | 
The values in bold are the optimal result across the different methods.