Table 4.
True positive rate/true negative rate for the AR(1) error covariance models, averaged over 50 replications; n = 50. Standard errors are omitted (the largest standard error is 0.04 and most are less than 0.01). Tuning parameters were selected using a 10x resolution.
| p | q | ρE | s1, s2 | lasso | sep.lasso | MRCE | ap.MRCE |
|---|---|---|---|---|---|---|---|
| 20 | 20 | 0.9 | 0.1, 1 | 0.83/0.72 | 0.82/0.74 | 0.95/0.59 | 0.94/0.62 |
| 20 | 20 | 0.7 | 0.1, 1 | 0.83/0.71 | 0.82/0.73 | 0.89/0.60 | 0.89/0.63 |
| 20 | 20 | 0.5 | 0.1, 1 | 0.83/0.70 | 0.81/0.73 | 0.86/0.62 | 0.87/0.63 |
| 20 | 20 | 0 | 0.1, 1 | 0.84/0.70 | 0.82/0.72 | 0.85/0.63 | 0.85/0.64 |
| 20 | 20 | 0.9 | 0.5, 1 | 0.86/0.44 | 0.87/0.44 | 0.93/0.42 | 0.91/0.45 |
| 20 | 20 | 0.7 | 0.5, 1 | 0.85/0.47 | 0.87/0.42 | 0.86/0.51 | 0.86/0.52 |
| 20 | 20 | 0.5 | 0.5, 1 | 0.83/0.52 | 0.87/0.44 | 0.83/0.54 | 0.85/0.48 |
| 20 | 20 | 0 | 0.5, 1 | 0.84/0.50 | 0.87/0.43 | 0.84/0.51 | 0.82/0.56 |
| 20 | 60 | 0.9 | 0.1, 1 | 0.83/0.70 | 0.80/0.74 | 0.94/0.58 | 0.93/0.61 |
| 20 | 60 | 0.7 | 0.1, 1 | 0.84/0.71 | 0.81/0.73 | 0.89/0.61 | 0.89/0.62 |
| 20 | 60 | 0.5 | 0.1, 1 | 0.84/0.70 | 0.82/0.73 | 0.86/0.64 | 0.86/0.64 |
| 20 | 60 | 0 | 0.1, 1 | 0.83/0.71 | 0.81/0.74 | 0.85/0.63 | 0.85/0.65 |
| 60 | 20 | 0.9 | 0.1, 1 | 0.79/0.76 | 0.79/0.76 | – | 0.89/0.66 |
| 60 | 20 | 0.7 | 0.1, 1 | 0.79/0.76 | 0.78/0.76 | – | 0.85/0.65 |
| 60 | 20 | 0.5 | 0.1, 1 | 0.79/0.76 | 0.79/0.76 | – | 0.83/0.66 |
| 60 | 20 | 0 | 0.1, 1 | 0.79/0.76 | 0.79/0.76 | – | 0.81/0.66 |
| 100 | 100 | 0.9 | 0.5, 0.1 | 0.77/0.81 | 0.76/0.82 | – | 0.87/0.72 |
| 100 | 100 | 0.7 | 0.5, 0.1 | 0.78/0.81 | 0.76/0.82 | – | 0.82/0.72 |