Research Article
Modified Robust Ridge M-Estimators in Two-Parameter Ridge Regression Model
Table 13
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 | 273.4793 | 156.7689 | 206.1094 | 86.1653 | 77.0995 | 43.6674 | 21.6971 | 87.8649 | 113.8645 | 36.1357 | 40.114 | 67.8668 | 86.8745 | 1 | 273.0539 | 157.4089 | 205.5957 | 86.2185 | 77.1741 | 42.9368 | 21.7251 | 87.9107 | 114.0479 | 35.8279 | 40.0981 | 67.7972 | 86.823 | 5 | 275.4729 | 157.4634 | 205.4779 | 85.6156 | 76.837 | 37.7866 | 20.6376 | 80.175 | 110.7684 | 31.3609 | 35.0601 | 58.2451 | 75.305 | 10 | 286.5291 | 182.217 | 209.3173 | 98.923 | 87.2395 | 43.8661 | 23.8501 | 90.6212 | 127.5594 | 33.3307 | 39.2086 | 64.0506 | 83.212 |
| 0.95 | 0.1 | 819.1836 | 455.426 | 612.785 | 246.591 | 221.5231 | 127.5565 | 53.7494 | 315.4418 | 325.2237 | 92.1506 | 105.9181 | 226.5454 | 284.7621 | 1 | 819.9241 | 459.3204 | 613.2985 | 247.6881 | 222.4191 | 125.7323 | 54.2189 | 317.7502 | 327.5723 | 90.9346 | 107.0494 | 228.1556 | 286.9329 | 5 | 827.7403 | 462.5611 | 613.419 | 248.1087 | 222.9635 | 109.3106 | 55.1827 | 301.6026 | 321.9096 | 81.5994 | 100.7558 | 208.9254 | 263.933 | 10 | 860.5311 | 534.6709 | 623.4981 | 283.2951 | 249.8283 | 120.6435 | 60.6973 | 337.4342 | 368.3171 | 85.6961 | 109.0555 | 225.2578 | 288.8946 |
| 0.99 | 0.1 | 3901.296 | 2150.331 | 2901.249 | 1165.627 | 1051.513 | 624.9954 | 231.795 | 1534.714 | 1517.236 | 434.0425 | 400.8136 | 1227.798 | 1467.73 | 1 | 3901.224 | 2167.916 | 2899.996 | 1170.029 | 1055.25 | 614.6947 | 233.3161 | 1544.155 | 1526.87 | 427.0813 | 407.4048 | 1238.502 | 1477.911 | 5 | 3930.612 | 2169.253 | 2892.813 | 1168.533 | 1054.01 | 531.9327 | 250.3252 | 1499.776 | 1491.422 | 371.725 | 431.5145 | 1200.767 | 1410.728 | 10 | 4093.132 | 2522.274 | 2942.757 | 1339.398 | 1184.609 | 580.171 | 276.6247 | 1721.755 | 1716.665 | 388.6839 | 475.891 | 1319.492 | 1580.715 |
| 0.999 | 0.1 | 34369.11 | 20559.64 | 25211.45 | 11310.83 | 10175.82 | 6176.912 | 2128.203 | 14561.13 | 14550.91 | 4296.599 | 2775.708 | 13400.44 | 14661.01 | 1 | 34395.97 | 20732.63 | 25226.4 | 11355.68 | 10211.26 | 6092.753 | 2131.213 | 14663.9 | 14653.83 | 4227.387 | 2803.213 | 13509.58 | 14757.11 | 5 | 34854.44 | 20888.84 | 25348.75 | 11428.23 | 10263.13 | 5268.545 | 2313.528 | 14461.07 | 14455.43 | 3601.397 | 3343.458 | 13395.13 | 14349.82 | 10 | 35984.14 | 24046.08 | 25578.88 | 13055.78 | 11492.34 | 5758.728 | 2525.172 | 16536.65 | 16525.08 | 3696.633 | 3712.092 | 14860.09 | 16222.84 |
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