Research Article
Modified Robust Ridge M-Estimators in Two-Parameter Ridge Regression Model
Table 4
Estimated MSE for
n = 20,
, 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 | 11.8124 | 0.0703 | 5.181 | 0.0271 | 0.0258 | 0.0183 | 0.0109 | 0.0127 | 0.0293 | 0.0102 | 0.0110 | 0.0116 | 0.0129 | 1 | 11.8312 | 0.2131 | 5.1956 | 0.0684 | 0.0648 | 0.0495 | 0.0203 | 0.0359 | 0.0806 | 0.0247 | 0.0216 | 0.0271 | 0.0368 | 5 | 12.3381 | 4.4321 | 5.5722 | 1.6831 | 1.6024 | 1.3815 | 0.9410 | 1.5166 | 1.8005 | 0.9368 | 1.0517 | 1.2858 | 1.4946 | 10 | 14.1711 | 11.3115 | 6.85 | 4.6942 | 4.3209 | 3.4207 | 2.6380 | 4.1682 | 5.2327 | 2.4187 | 2.8576 | 3.4128 | 3.9952 |
| 0.95 | 0.1 | 31.422 | 0.1506 | 12.8667 | 0.0488 | 0.0459 | 0.0330 | 0.0095 | 0.0254 | 0.0592 | 0.0127 | 0.0099 | 0.0141 | 0.0247 | 1 | 31.5119 | 0.5661 | 12.9202 | 0.1919 | 0.1813 | 0.1525 | 0.0536 | 0.1545 | 0.2046 | 0.0728 | 0.0593 | 0.1021 | 0.1516 | 5 | 33.0406 | 12.452 | 14.139 | 4.9587 | 4.6676 | 4.054 | 2.4146 | 4.979 | 4.6419 | 2.5501 | 2.9027 | 4.1804 | 4.6898 | 10 | 39.2961 | 32.8009 | 18.3596 | 13.6878 | 12.5347 | 9.8595 | 6.7084 | 14.1981 | 14.2217 | 6.7705 | 7.8309 | 11.1966 | 13.0773 |
| 0.99 | 0.1 | 140.3318 | 0.7587 | 55.4464 | 0.3901 | 0.3693 | 0.3591 | 0.2165 | 0.3966 | 0.2790 | 0.2614 | 0.2223 | 0.3210 | 0.3728 | 1 | 140.619 | 2.7976 | 55.5895 | 1.2968 | 1.2261 | 1.1633 | 0.6398 | 1.2710 | 0.9187 | 0.7727 | 0.6750 | 1.0989 | 1.2139 | 5 | 149.5943 | 61.198 | 63.6205 | 26.3927 | 24.7399 | 21.9077 | 12.547 | 24.2947 | 19.807 | 13.8506 | 14.862 | 24.7173 | 23.900 | 10 | 178.399 | 158.4206 | 81.7183 | 69.2094 | 63.4528 | 51.7558 | 32.143 | 70.2289 | 62.6102 | 34.6014 | 37.8464 | 64.5082 | 67.7464 |
| 0.999 | 0.1 | 1315.525 | 6.6983 | 512.4102 | 3.0299 | 2.831 | 2.6747 | 1.2864 | 2.5462 | 1.8925 | 1.6494 | 1.3083 | 2.6109 | 2.8092 | 1 | 1318.783 | 26.1026 | 518.4871 | 11.4704 | 10.7198 | 10.2012 | 4.6638 | 8.9297 | 7.1542 | 6.009 | 4.8315 | 10.6363 | 10.1794 | 5 | 1387.456 | 565.0867 | 597.5064 | 243.5939 | 226.9272 | 205.5404 | 96.7687 | 181.1837 | 165.0595 | 119.0271 | 109.1384 | 236.7054 | 197.67 | 10 | 1720.931 | 1556.154 | 800.0413 | 678.0977 | 620.283 | 492.9333 | 269.8147 | 619.7776 | 591.5999 | 319.3605 | 307.8377 | 675.9897 | 642.3477 |
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