Research Article
A New Conway Maxwell–Poisson Liu Regression Estimator—Method and Application
Table 11
Estimated MSEs of the COMPRM estimators, when
and
.
| n | ρ | MLE | | | | | | | | | | | | |
| 50 | 0.80 | 38.404 | 8.246 | 10.658 | 31.038 | 2.791 | 6.379 | 5.873 | 22.204 | 2.704 | 4.800 | 3.585 | 22.204 | 2.683 | 0.90 | 75.664 | 17.029 | 22.077 | 62.182 | 2.286 | 9.684 | 8.480 | 42.438 | 2.126 | 5.659 | 3.519 | 42.438 | 2.072 | 0.95 | 146.464 | 31.443 | 42.714 | 123.238 | 1.813 | 14.810 | 12.029 | 77.407 | 1.546 | 7.687 | 3.870 | 77.407 | 1.488 | 0.99 | 825.357 | 229.695 | 291.175 | 764.568 | 4.637 | 79.137 | 72.707 | 442.749 | 1.014 | 31.209 | 13.356 | 442.749 | 0.875 |
| 100 | 0.80 | 17.129 | 3.564 | 4.313 | 11.940 | 2.614 | 3.551 | 3.559 | 9.981 | 2.614 | 3.389 | 2.944 | 9.981 | 2.614 | 0.90 | 33.531 | 5.575 | 6.889 | 24.423 | 2.237 | 4.878 | 4.429 | 19.298 | 2.237 | 3.945 | 2.867 | 19.298 | 2.237 | 0.95 | 57.956 | 8.758 | 11.115 | 43.818 | 1.631 | 6.420 | 5.144 | 30.367 | 1.630 | 4.495 | 2.638 | 30.367 | 1.627 | 0.99 | 298.938 | 54.101 | 65.813 | 243.115 | 1.523 | 27.675 | 22.055 | 155.787 | 0.651 | 12.782 | 4.857 | 155.787 | 0.585 |
| 150 | 0.80 | 15.000 | 2.926 | 3.381 | 10.083 | 2.610 | 3.028 | 3.040 | 8.805 | 2.610 | 3.141 | 2.767 | 8.805 | 2.610 | 0.90 | 30.021 | 4.622 | 5.950 | 21.384 | 2.316 | 4.567 | 4.219 | 17.626 | 2.316 | 3.928 | 2.863 | 17.626 | 2.316 | 0.95 | 55.159 | 8.162 | 9.605 | 40.166 | 1.648 | 6.590 | 5.156 | 30.272 | 1.627 | 4.671 | 2.671 | 30.272 | 1.614 | 0.99 | 265.768 | 43.810 | 48.122 | 215.129 | 1.372 | 24.921 | 20.050 | 142.975 | 0.604 | 11.193 | 4.603 | 142.975 | 0.558 |
| 200 | 0.80 | 14.472 | 3.015 | 3.412 | 9.664 | 2.766 | 3.073 | 3.183 | 8.747 | 2.766 | 3.231 | 2.917 | 8.747 | 2.766 | 0.90 | 26.358 | 4.099 | 5.065 | 18.168 | 2.385 | 4.082 | 3.828 | 15.381 | 2.383 | 3.744 | 2.842 | 15.381 | 2.380 | 0.95 | 51.232 | 7.292 | 8.963 | 35.943 | 1.786 | 6.412 | 5.437 | 29.013 | 1.783 | 4.680 | 2.863 | 29.013 | 1.781 | 0.99 | 231.719 | 32.910 | 36.067 | 186.547 | 0.777 | 21.331 | 17.543 | 125.338 | 0.591 | 10.025 | 4.137 | 125.338 | 0.570 |
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