Research Article
Modified Robust Ridge M-Estimators in Two-Parameter Ridge Regression Model
Table 15
Estimated MSE for
n = 100,
, and 20% outlier in the
y-direction.
| Correlation (δ2) | Error variance (σ2) | OLS | M | RE | MRE | M1 | TRME1 | MTPM1 | MTPM2 | MTPM3 | TRME2 | MTPM4 | MTPM5 | MTPM6 |
| 0.85 | 0.1 | 3.2451 | 0.0253 | 2.7555 | 0.0203 | 0.0198 | 0.0173 | 0.0133 | 0.0134 | 0.0141 | 0.0114 | 0.0133 | 0.0133 | 0.0134 | 1 | 3.2509 | 0.0346 | 2.7591 | 0.0201 | 0.0189 | 0.0076 | 0.0041 | 0.0041 | 0.0047 | 0.0056 | 0.0041 | 0.0041 | 0.0041 | 5 | 3.4173 | 0.4886 | 2.8446 | 0.2264 | 0.2042 | 0.1099 | 0.0765 | 0.0813 | 0.1237 | 0.1068 | 0.077 | 0.0788 | 0.0814 | 10 | 3.8593 | 1.9541 | 3.0336 | 0.9563 | 0.8704 | 0.547 | 0.4315 | 0.4649 | 0.6705 | 0.5311 | 0.4344 | 0.4469 | 0.4638 |
| 0.95 | 0.1 | 9.3741 | 0.0312 | 7.8276 | 0.0197 | 0.0188 | 0.0088 | 0.0058 | 0.0056 | 0.0076 | 0.0053 | 0.0058 | 0.0058 | 0.0057 | 1 | 9.3873 | 0.0676 | 7.8342 | 0.0304 | 0.0277 | 0.0066 | 0.0021 | 0.0022 | 0.0116 | 0.0048 | 0.0021 | 0.0021 | 0.0021 | 5 | 9.847 | 1.4819 | 8.0207 | 0.6893 | 0.6234 | 0.3324 | 0.2351 | 0.3129 | 0.576 | 0.3881 | 0.2372 | 0.2609 | 0.296 | 10 | 11.3908 | 5.951 | 8.6758 | 2.8854 | 2.6214 | 1.5357 | 1.1631 | 1.6898 | 2.5681 | 1.8101 | 1.1803 | 1.3608 | 1.5744 |
| 0.99 | 0.1 | 46.4089 | 0.129 | 37.4722 | 0.0879 | 0.0828 | 0.0702 | 0.0652 | 0.0713 | 0.0839 | 0.0801 | 0.0652 | 0.0666 | 0.0691 | 1 | 46.4645 | 0.3853 | 37.4911 | 0.2299 | 0.2131 | 0.1648 | 0.1452 | 0.1820 | 0.2131 | 0.1879 | 0.1454 | 0.1538 | 0.1668 | 5 | 49.1191 | 8.1003 | 38.5063 | 4.1501 | 3.783 | 2.4759 | 1.9925 | 3.6376 | 3.4776 | 2.8234 | 2.0099 | 2.6322 | 3.1064 | 10 | 56.8298 | 31.572 | 41.4607 | 15.7501 | 14.3453 | 8.9881 | 7.0750 | 13.9437 | 12.5323 | 10.1609 | 7.2163 | 10.8469 | 12.3447 |
| 0.999 | 0.1 | 464.2142 | 0.7394 | 359.9263 | 0.3234 | 0.2896 | 0.1319 | 0.0779 | 0.2865 | 0.2568 | 0.1186 | 0.0780 | 0.1203 | 0.1793 | 1 | 464.8062 | 3.0143 | 359.8676 | 1.3679 | 1.2316 | 0.6496 | 0.4420 | 1.2111 | 0.9862 | 0.6321 | 0.4432 | 0.7364 | 0.9597 | 5 | 491.269 | 77.486 | 369.5471 | 37.6975 | 34.0229 | 19.8836 | 15.0287 | 30.0781 | 23.7421 | 20.0757 | 15.2075 | 29.5357 | 30.8367 | 10 | 569.9381 | 305.4332 | 398.1864 | 148.8783 | 134.5564 | 80.6066 | 61.1582 | 111.231 | 92.1612 | 81.2925 | 62.5972 | 120.4841 | 119.1042 |
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