Table B2.
Simulation results for the setting described in Section 4.1 with p = 25 and pairwise correlation 0.6
| Approx.% left after listwise deletion |
L1 | L2 | MSPE | TP | TN | MCC | ||
|---|---|---|---|---|---|---|---|---|
| MCAR | 50% | LDLS | 2.418 (0.06) | 0.724 (0.03) | 1.514 (0.037) | 4.28 (0.156) | 14.31 (0.088) | 0.475 (0.016) |
| MILS | 1.536 (0.037) | 0.307 (0.013) | 1.203 (0.017) | 6.05 (0.123) | 14.38 (0.089) | 0.631 (0.011) | ||
| LD lasso cv | 2.27 (0.052) | 0.493 (0.021) | 1.224 (0.015) | 7.25 (0.198) | 9.72 (0.313) | 0.39 (0.017) | ||
| MIRLnoSS | 2.032 (0.036) | 0.39 (0.014) | 1.175 (0.013) | 9.34 (0.076) | 3.88 (0.174) | 0.243 (0.016) | ||
| MIRL | 1.912 (0.04) | 0.46 (0.018) | 1.219 (0.014) | 5.21 (0.171) | 14.46 (0.123) | 0.576 (0.013) | ||
| 25% | LDLS | 3.79 (0.097) | 1.694 (0.09) | 2.224 (0.097) | 1.87 (0.147) | 14.25 (0.105) | 0.248 (0.017) | |
| MILS | 1.593 (0.039) | 0.337 (0.014) | 1.231 (0.019) | 5.8 (0.123) | 14.37 (0.085) | 0.609 (0.012) | ||
| LD lasso cv | 3.02 (0.071) | 0.928 (0.033) | 1.407 (0.019) | 4.47 (0.296) | 11.4 (0.326) | 0.262 (0.022) | ||
| MIRLnoSS | 2.104 (0.038) | 0.414 (0.015) | 1.186 (0.012) | 9.27 (0.074) | 3.58 (0.161) | 0.212 (0.016) | ||
| MIRL | 1.956 (0.044) | 0.483 (0.02) | 1.23 (0.013) | 4.97 (0.181) | 14.55 (0.091) | 0.569 (0.014) | ||
| MAR | 50% | LDLS | 3.207 (0.065) | 1.2 (0.045) | 1.942 (0.076) | 2.46 (0.144) | 14.32 (0.089) | 0.305 (0.016) |
| MILS | 2.056 (0.047) | 0.487 (0.018) | 1.308 (0.02) | 6.07 (0.128) | 13.28 (0.121) | 0.528 (0.014) | ||
| LD lasso cv | 2.741 (0.064) | 0.752 (0.029) | 1.365 (0.017) | 5.51 (0.276) | 10.77 (0.36) | 0.319 (0.019) | ||
| MIRLnoSS | 2.227 (0.037) | 0.454 (0.015) | 1.222 (0.013) | 9.21 (0.087) | 3.95 (0.19) | 0.231 (0.017) | ||
| MIRL | 2.073 (0.039) | 0.517 (0.018) | 1.264 (0.015) | 5.38 (0.171) | 13.97 (0.118) | 0.537 (0.014) | ||
| 25% | LDLS | 4.125 (0.176) | 2.233 (0.303) | 2.735 (0.402) | 1.14 (0.121) | 14.23 (0.114) | 0.142 (0.024) | |
| MILS | 2.003 (0.044) | 0.476 (0.017) | 1.328 (0.024) | 5.96 (0.133) | 13.57 (0.112) | 0.545 (0.013) | ||
| LD lasso cv | 3.176 (0.113) | 1.057 (0.098) | 1.539 (0.075) | 4.03 (0.283) | 11.44 (0.337) | 0.227 (0.02) | ||
| MIRLnoSS | 2.222 (0.038) | 0.453 (0.015) | 1.229 (0.014) | 9.18 (0.086) | 3.84 (0.163) | 0.222 (0.016) | ||
| MIRL | 2.06 (0.04) | 0.513 (0.018) | 1.272 (0.016) | 5.47 (0.177) | 14.02 (0.114) | 0.549 (0.015) |