Research Article
Modified Robust Ridge M-Estimators in Two-Parameter Ridge Regression Model
Table 17
Estimated MSE for
n = 50,
, and 30% 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 | 2.8034 | 0.0418 | 0.6265 | 0.0301 | 0.0296 | 0.0295 | 0.0278 | 0.0279 | 0.0296 | 0.0284 | 0.0278 | 0.0279 | 0.0279 | 1 | 2.8161 | 0.0769 | 0.6433 | 0.0447 | 0.0442 | 0.0436 | 0.0409 | 0.0413 | 0.0442 | 0.0377 | 0.0410 | 0.0411 | 0.0413 | 5 | 3.1386 | 1.0538 | 0.8365 | 0.4012 | 0.3874 | 0.3254 | 0.2883 | 0.3042 | 0.3662 | 0.2372 | 0.2895 | 0.2952 | 0.3015 | 10 | 4.1862 | 3.7763 | 1.3657 | 1.3162 | 1.2622 | 0.9793 | 0.8468 | 0.9418 | 1.1957 | 0.7012 | 0.8548 | 0.8891 | 0.9234 |
| 0.95 | 0.1 | 8.2824 | 0.0457 | 1.8604 | 0.0205 | 0.0191 | 0.0104 | 0.0083 | 0.0085 | 0.0124 | 0.0090 | 0.0083 | 0.0083 | 0.0084 | 1 | 8.3198 | 0.1265 | 1.8804 | 0.0393 | 0.0357 | 0.0123 | 0.0074 | 0.0088 | 0.0242 | 0.0111 | 0.0074 | 0.0077 | 0.0084 | 5 | 9.4177 | 2.9551 | 2.4566 | 0.9021 | 0.8366 | 0.4332 | 0.3113 | 0.5347 | 0.7875 | 0.4501 | 0.3170 | 0.3876 | 0.4582 | 10 | 12.7200 | 11.1474 | 4.1154 | 3.4953 | 3.2611 | 1.8381 | 1.3945 | 2.5522 | 3.0008 | 1.8856 | 1.4409 | 1.8891 | 2.1855 |
| 0.99 | 0.1 | 42.1446 | 0.2038 | 8.7628 | 0.0938 | 0.0901 | 0.0757 | 0.0665 | 0.0886 | 0.0802 | 0.0836 | 0.0666 | 0.0721 | 0.0783 | 1 | 42.2714 | 0.6839 | 8.9779 | 0.2669 | 0.2526 | 0.1863 | 0.1555 | 0.2511 | 0.2103 | 0.2115 | 0.1562 | 0.1855 | 0.2105 | 5 | 47.4247 | 15.4249 | 12.0844 | 5.1698 | 4.8172 | 2.9603 | 2.2944 | 4.5383 | 3.3348 | 3.3375 | 2.3533 | 3.7645 | 4.0758 | 10 | 65.1868 | 58.1920 | 21.0159 | 18.9935 | 17.7031 | 10.4142 | 7.9401 | 15.6632 | 11.4621 | 11.6153 | 8.3931 | 14.5739 | 14.8844 |
| 0.999 | 0.1 | 428.4407 | 1.6629 | 94.3298 | 0.6042 | 0.5652 | 0.3815 | 0.3048 | 0.4817 | 0.3127 | 0.3931 | 0.3058 | 0.4654 | 0.4918 | 1 | 430.4556 | 6.4901 | 94.8235 | 2.1981 | 2.0435 | 1.2675 | 0.9711 | 1.5786 | 1.1062 | 1.2889 | 0.9778 | 1.7135 | 1.7367 | 5 | 483.3848 | 154.7984 | 122.9701 | 50.4991 | 46.7159 | 27.1745 | 20.1056 | 29.6981 | 24.2687 | 27.0737 | 20.8408 | 38.9822 | 35.5692 | 10 | 657.2009 | 589.6618 | 211.8361 | 190.5493 | 176.2327 | 100.3782 | 74.6610 | 106.6794 | 92.7202 | 100.7135 | 79.9923 | 143.9978 | 128.5776 |
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